{"id":9148,"date":"2026-06-12T16:04:22","date_gmt":"2026-06-12T10:34:22","guid":{"rendered":"https:\/\/1000sciencefairprojects.com\/tech\/?p=9148"},"modified":"2026-06-12T16:10:32","modified_gmt":"2026-06-12T10:40:32","slug":"computer-vision-projects","status":"publish","type":"post","link":"https:\/\/1000sciencefairprojects.com\/tech\/computer-vision-projects\/","title":{"rendered":"100 Computer Vision Projects With Ideas &#038; Tools (2026 Guide)"},"content":{"rendered":"<p><!-- ============================================================ SEO SETTINGS (copy into Yoast \/ RankMath) Meta Title: 100 Computer Vision Projects With Ideas & Tools (2026 Guide) Meta Description: Explore 100 computer vision project ideas from beginner to advanced - image classification, object detection, OCR, face analysis, medical imaging, self-driving AI and generative vision with tools and datasets. Focus Keyword: computer vision projects Slug: computer-vision-projects Featured Image: computer-vision-projects-featured.png Animated Image: computer-vision-projects-animated.gif ============================================================ --><\/p>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 13px; color: #6b7280; margin: 0 0 18px 0;\"><a style=\"color: #2563eb; text-decoration: none;\" href=\"https:\/\/www.1000sciencefairprojects.com\/\">Home<\/a> \u00a0\u00bb\u00a0 <a style=\"color: #2563eb; text-decoration: none;\" href=\"https:\/\/www.1000sciencefairprojects.com\/tech\/\">Tech<\/a> \u00a0\u00bb\u00a0 <span style=\"color: #111827; font-weight: bold;\">Computer Vision <a href=\"https:\/\/1000sciencefairprojects.com\/tech\/national-winning-science-fair-projects-class-9\/\">Projects<\/a><\/span><\/p>\n<div style=\"background: linear-gradient(135deg,#100e26 0%,#1c1840 55%,#125a6e 100%); border-radius: 16px; padding: 42px 34px; margin: 0 0 28px 0; text-align: center;\">\n<p style=\"margin: 0 0 10px 0; font-family: Arial,Helvetica,sans-serif; font-size: 14px; letter-spacing: 3px; color: #38dbff; font-weight: bold;\">\ud83d\udc41\ufe0f THE COMPLETE 2026 PROJECT LIBRARY<\/p>\n<h1 style=\"margin: 0 0 14px 0; font-family: Georgia,serif; font-size: 42px; line-height: 1.15; color: #ffffff;\">100 Computer Vision Projects<br \/>\n<span style=\"font-size: 26px; color: #f9a8d4;\">From OpenCV Basics to Generative AI<\/span><\/h1>\n<p style=\"margin: 0; font-family: Arial,Helvetica,sans-serif; font-size: 17px; line-height: 1.6; color: #cbd5e1; max-width: 720px; margin-left: auto; margin-right: auto;\">Hand-picked project ideas with datasets, tools and difficulty levels \u2014 covering image classification, object detection, OCR, medical imaging, self-driving perception and image generation.<\/p>\n<\/div>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-9149 aligncenter\" src=\"https:\/\/1000sciencefairprojects.com\/tech\/wp-content\/uploads\/2026\/06\/computer-vision-projects-animated.gif\" alt=\"Computer Vision Projects \" width=\"600\" height=\"340\" \/><\/p>\n<p style=\"text-align: center; font-family: Arial,sans-serif; font-size: 12px; color: #9ca3af; margin: 0 0 28px 0; font-style: italic;\">Object detection in action \u2014 the skill behind project ideas #21 to #30 below.<\/p>\n<div style=\"background: #fefce8; border: 2px solid #facc15; border-radius: 12px; padding: 20px 24px; margin: 0 0 30px 0;\">\n<p style=\"margin: 0 0 8px 0; font-family: Arial,Helvetica,sans-serif; font-size: 15px; font-weight: bold; color: #854d0e;\">\u26a1 Quick Answer<\/p>\n<p style=\"margin: 0; font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.7; color: #422006;\"><strong>Computer vision projects<\/strong> teach machines to understand images and video. The best learning path in 2026 is: <strong>classical OpenCV projects<\/strong> (edge detection, face detection, document scanning) \u2192 <strong>CNN classification<\/strong> (cats vs dogs, transfer learning) \u2192 <strong>detection and tracking<\/strong> (YOLO, DeepSORT) \u2192 <strong>specialized domains<\/strong> (OCR, medical imaging, self-driving) \u2192 <strong>generative and multi-modal AI<\/strong> (Stable Diffusion, CLIP, vision-language models). This page lists all 100 ideas with descriptions, tools and datasets.<\/p>\n<\/div>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 17px; line-height: 1.8; color: #374151; margin: 0 0 16px 0;\">Computer vision is the most <em>visible<\/em> branch of AI \u2014 literally. When your phone unlocks with your face, when a car brakes for a pedestrian, when a hospital flags a suspicious X-ray, that&#8217;s vision code making a judgment in milliseconds. And here&#8217;s the good news: <strong>every one of those systems started as someone&#8217;s first OpenCV script<\/strong>.<\/p>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 17px; line-height: 1.8; color: #374151; margin: 0 0 30px 0;\">We organized these <strong>100 computer vision project ideas<\/strong> into ten career-aligned, color-coded categories. Start with the green beginner zone \u2014 no GPU required \u2014 then follow your interests into detection, medical AI, autonomous driving or generative imagery. Each idea tells you what you will build and exactly what it teaches.<\/p>\n<h2 style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 40px 0 14px 0;\">\ud83d\udcda What&#8217;s Inside: All 10 Categories at a Glance<\/h2>\n<table style=\"width: 100%; border-collapse: collapse; margin: 0 0 10px 0; border: 1px solid #e5e7eb;\">\n<thead>\n<tr style=\"background: #100e26;\">\n<th style=\"padding: 13px 14px; border: 1px solid #1c1840; font-family: Arial,sans-serif; font-size: 15px; color: #ffffff; text-align: left;\">Category<\/th>\n<th style=\"padding: 13px 14px; border: 1px solid #1c1840; font-family: Arial,sans-serif; font-size: 15px; color: #ffffff;\">Projects<\/th>\n<th style=\"padding: 13px 14px; border: 1px solid #1c1840; font-family: Arial,sans-serif; font-size: 15px; color: #ffffff;\">Level<\/th>\n<th style=\"padding: 13px 14px; border: 1px solid #1c1840; font-family: Arial,sans-serif; font-size: 15px; color: #ffffff; text-align: left;\">Key Tools<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background: #f0fdf4;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #16a34a; text-decoration: none;\" href=\"#beginner-computer-vision-projects\">\ud83c\udf31 Beginner Computer Vision Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">1\u201310<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Beginner<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">OpenCV, NumPy<\/td>\n<\/tr>\n<tr style=\"background: #eff6ff;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #2563eb; text-decoration: none;\" href=\"#image-classification-projects\">\ud83d\uddbc\ufe0f Image Classification Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">11\u201320<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Beginner+<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">CNNs, Transfer Learning, ViT<\/td>\n<\/tr>\n<tr style=\"background: #fff7ed;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #ea580c; text-decoration: none;\" href=\"#object-detection-tracking-projects\">\ud83c\udfaf Object Detection &amp; Tracking Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">21\u201330<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Intermediate<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">YOLO, DeepSORT, MediaPipe<\/td>\n<\/tr>\n<tr style=\"background: #f5f3ff;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #7c3aed; text-decoration: none;\" href=\"#face-analysis-recognition-projects\">\ud83d\ude42 Face Analysis &amp; Recognition Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">31\u201340<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Intermediate<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">face_recognition, MediaPipe<\/td>\n<\/tr>\n<tr style=\"background: #f0fdfa;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #0d9488; text-decoration: none;\" href=\"#ocr-document-analysis-projects\">\ud83d\udcc4 OCR &amp; Document Analysis Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">41\u201350<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Intermediate<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">Tesseract, EasyOCR, LayoutLM<\/td>\n<\/tr>\n<tr style=\"background: #fef2f2;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #dc2626; text-decoration: none;\" href=\"#medical-scientific-imaging-projects\">\ud83e\ude7a Medical &amp; Scientific Imaging Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">51\u201360<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Advanced<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">U-Net, Grad-CAM, PyTorch<\/td>\n<\/tr>\n<tr style=\"background: #f7fee7;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #65a30d; text-decoration: none;\" href=\"#agriculture-environment-projects\">\ud83c\udf3e Agriculture &amp; Environment Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">61\u201370<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Intermediate<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">CNNs, Drone &amp; Satellite Data<\/td>\n<\/tr>\n<tr style=\"background: #eef2ff;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #4f46e5; text-decoration: none;\" href=\"#autonomous-vehicles-robotics-projects\">\ud83d\ude97 Autonomous Vehicles &amp; Robotics Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">71\u201380<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Advanced<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">Segmentation, Depth, SLAM<\/td>\n<\/tr>\n<tr style=\"background: #fdf2f8;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #db2777; text-decoration: none;\" href=\"#generative-ai-image-synthesis-projects\">\ud83c\udfa8 Generative AI &amp; Image Synthesis Projects<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">81\u201390<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Advanced<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">GANs, Stable Diffusion, LoRA<\/td>\n<\/tr>\n<tr style=\"background: #f8fafc;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; font-weight: bold;\"><a style=\"color: #0f172a; text-decoration: none;\" href=\"#advanced-real-time-vision-systems\">\ud83d\ude80 Advanced &amp; Real-Time Vision Systems<\/a><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">91\u2013100<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151; text-align: center;\">Expert<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 14px; color: #374151;\">CLIP, NeRF, ONNX, MLOps<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"font-family: Arial,sans-serif; font-size: 13px; color: #9ca3af; margin: 0 0 10px 0; font-style: italic;\">Tap any category to jump straight to its project list.<\/p>\n<h2 id=\"beginner-computer-vision-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #f0fdf4; border-left: 8px solid #16a34a; border-radius: 0 12px 12px 0;\">\ud83c\udf31 1. Beginner Computer Vision Projects <span style=\"font-size: 15px; color: #16a34a; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 1\u201310)<\/span><\/h2>\n<h3 id=\"handwritten-digit-recognition-mnist\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">1<\/span>Handwritten Digit Recognition (MNIST)<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">The &#8216;Hello World&#8217; of computer vision &#8211; train a simple convolutional neural network to read handwritten digits with 99% accuracy. You will learn image tensors, convolutions, and the full training loop in TensorFlow or PyTorch.<\/p>\n<h3 id=\"image-color-detector\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">2<\/span>Image Color Detector<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Build a tool that identifies the dominant colors in any photo using K-Means clustering on pixel values. A gentle introduction to treating images as data with OpenCV and NumPy.<\/p>\n<h3 id=\"edge-detection-playground\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">3<\/span>Edge Detection Playground<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Apply Canny, Sobel, and Laplacian edge detectors to your own photos and compare results side by side. Understand gradients and filters &#8211; the mathematical heart of classical vision.<\/p>\n<h3 id=\"pencil-sketch-cartoon-filter-app\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">4<\/span>Pencil Sketch &amp; Cartoon Filter App<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Convert photos into pencil sketches and cartoon-style art using Gaussian blurring, bilateral filtering, and edge masks. Instant visual gratification while learning image transformations.<\/p>\n<h3 id=\"face-detection-with-haar-cascades\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">5<\/span>Face Detection with Haar Cascades<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Detect faces in photos and webcam feeds with OpenCV&#8217;s classic Haar cascade classifiers. The perfect first step before modern deep learning detectors.<\/p>\n<h3 id=\"qr-code-and-barcode-scanner\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">6<\/span>QR Code and Barcode Scanner<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Build a scanner that reads QR codes and barcodes from images or live camera input using OpenCV and pyzbar. A practical project you will actually use.<\/p>\n<h3 id=\"image-stitching-panorama-maker\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">7<\/span>Image Stitching Panorama Maker<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Stitch overlapping photos into a seamless panorama using feature matching with SIFT\/ORB and homography transforms. Learn how your phone&#8217;s panorama mode really works.<\/p>\n<h3 id=\"motion-detection-security-camera\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">8<\/span>Motion Detection Security Camera<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Turn a webcam into a motion-triggered security camera using frame differencing and contour detection. Save snapshots whenever movement is detected.<\/p>\n<h3 id=\"green-screen-background-replacement\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">9<\/span>Green Screen Background Replacement<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Implement chroma keying that swaps a green background for any image using HSV color masking. The foundation of every video call background filter.<\/p>\n<h3 id=\"document-photo-scanner\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #16a34a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">10<\/span>Document Photo Scanner<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #16a34a; border-radius: 0 8px 8px 0;\">Detect a document&#8217;s edges in a photo, correct the perspective, and output a clean scanned-look image. A mini CamScanner built with contour detection and warp transforms.<\/p>\n<h2 id=\"image-classification-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #eff6ff; border-left: 8px solid #2563eb; border-radius: 0 12px 12px 0;\">\ud83d\uddbc\ufe0f 2. Image Classification Projects <span style=\"font-size: 15px; color: #2563eb; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 11\u201320)<\/span><\/h2>\n<h3 id=\"cats-vs-dogs-classifier\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">11<\/span>Cats vs Dogs Classifier<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">The classic binary classification challenge &#8211; train a CNN to distinguish cats from dogs on 25,000 images. Learn data augmentation, dropout, and how to fight overfitting.<\/p>\n<h3 id=\"cifar-10-object-classification\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">12<\/span>CIFAR-10 Object Classification<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Classify tiny 32&#215;32 images into ten everyday categories like planes, ships, and trucks. A standard benchmark that teaches you to squeeze accuracy from limited resolution.<\/p>\n<h3 id=\"transfer-learning-with-pretrained-models\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">13<\/span>Transfer Learning with Pretrained Models<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Fine-tune ResNet, EfficientNet, or MobileNet on your own small dataset and watch accuracy jump with minimal training. The single most practical skill in applied vision.<\/p>\n<h3 id=\"food-101-dish-recognition\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">14<\/span>Food-101 Dish Recognition<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Identify 101 food dishes from photographs &#8211; from samosas to sushi. A deliciously challenging dataset with real-world lighting and plating variety.<\/p>\n<h3 id=\"flower-species-classifier\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">15<\/span>Flower Species Classifier<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Classify 102 flower species from the Oxford Flowers dataset using fine-tuned CNNs. Beautiful data and a genuine fine-grained classification challenge.<\/p>\n<h3 id=\"garbage-classification-for-recycling\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">16<\/span>Garbage Classification for Recycling<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Sort waste images into glass, plastic, metal, paper, and organic categories. An environmental AI project with obvious smart-city applications.<\/p>\n<h3 id=\"fashion-product-categorization\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">17<\/span>Fashion Product Categorization<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Classify clothing images into categories and attributes using the Fashion-MNIST and DeepFashion datasets. The technology behind visual search in e-commerce.<\/p>\n<h3 id=\"indian-currency-note-recognition\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">18<\/span>Indian Currency Note Recognition<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Recognize rupee note denominations from photos &#8211; a genuinely useful accessibility tool for visually impaired users when paired with text-to-speech.<\/p>\n<h3 id=\"sports-action-classification\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">19<\/span>Sports Action Classification<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Classify images of cricket shots, football kicks, or yoga poses into action categories. Combine pose estimation features with CNN classifiers for higher accuracy.<\/p>\n<h3 id=\"vision-transformer-vit-vs-cnn-showdown\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #2563eb; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">20<\/span>Vision Transformer (ViT) vs CNN Showdown<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #2563eb; border-radius: 0 8px 8px 0;\">Train a Vision Transformer and a CNN on the same dataset and benchmark accuracy, speed, and data hunger. Understand why transformers are taking over vision.<\/p>\n<h2 id=\"object-detection-tracking-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #fff7ed; border-left: 8px solid #ea580c; border-radius: 0 12px 12px 0;\">\ud83c\udfaf 3. Object Detection &amp; Tracking Projects <span style=\"font-size: 15px; color: #ea580c; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 21\u201330)<\/span><\/h2>\n<h3 id=\"real-time-object-detection-with-yolo\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">21<\/span>Real-Time Object Detection with YOLO<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Run YOLOv8\/YOLOv9 to detect and label people, cars, and animals in live video at 30+ FPS. Learn bounding boxes, confidence thresholds, and non-max suppression.<\/p>\n<h3 id=\"custom-object-detector-for-your-own-dataset\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">22<\/span>Custom Object Detector for Your Own Dataset<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Label your own images with Roboflow or LabelImg and train YOLO to detect anything &#8211; your pet, a product, a logo. The complete custom detection pipeline.<\/p>\n<h3 id=\"vehicle-counting-on-highway-footage\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">23<\/span>Vehicle Counting on Highway Footage<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Count cars, buses, and trucks crossing a virtual line in traffic videos using detection plus centroid tracking. Real transportation analytics in action.<\/p>\n<h3 id=\"multi-object-tracking-with-deepsort\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">24<\/span>Multi-Object Tracking with DeepSORT<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Track multiple people across video frames with persistent IDs by combining YOLO detection and DeepSORT appearance embeddings. The backbone of retail and security analytics.<\/p>\n<h3 id=\"helmet-detection-for-road-safety\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">25<\/span>Helmet Detection for Road Safety<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Detect whether two-wheeler riders are wearing helmets in traffic footage. A high-impact project aligned with road safety enforcement in India.<\/p>\n<h3 id=\"social-distancing-monitor\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">26<\/span>Social Distancing Monitor<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Measure distances between detected people in CCTV-style video and flag violations using camera calibration and bird&#8217;s-eye-view transforms.<\/p>\n<h3 id=\"wildlife-camera-trap-analyzer\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">27<\/span>Wildlife Camera Trap Analyzer<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Automatically identify animal species in camera-trap images to support conservation research. Handle night-vision images, motion blur, and severe class imbalance.<\/p>\n<h3 id=\"drone-view-object-detection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">28<\/span>Drone-View Object Detection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Detect tiny objects &#8211; people, vehicles, boats &#8211; in aerial drone imagery using the VisDrone dataset. Learn why small-object detection needs special techniques.<\/p>\n<h3 id=\"hand-tracking-and-gesture-control\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">29<\/span>Hand Tracking and Gesture Control<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Track 21 hand landmarks in real time with MediaPipe and control your computer&#8217;s volume or slides with gestures. Instant futuristic demo material.<\/p>\n<h3 id=\"ball-tracking-for-sports-analytics\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #ea580c; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">30<\/span>Ball Tracking for Sports Analytics<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #ea580c; border-radius: 0 8px 8px 0;\">Track a cricket or tennis ball across video frames, plot its trajectory, and estimate speed. The DIY version of broadcast Hawk-Eye graphics.<\/p>\n<h2 id=\"face-analysis-recognition-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #f5f3ff; border-left: 8px solid #7c3aed; border-radius: 0 12px 12px 0;\">\ud83d\ude42 4. Face Analysis &amp; Recognition Projects <span style=\"font-size: 15px; color: #7c3aed; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 31\u201340)<\/span><\/h2>\n<h3 id=\"face-recognition-attendance-system\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">31<\/span>Face Recognition Attendance System<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Build an attendance logger that recognizes registered faces from a webcam and records entries with timestamps using the face_recognition library and OpenCV.<\/p>\n<h3 id=\"facial-emotion-detection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">32<\/span>Facial Emotion Detection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Classify faces into emotions &#8211; happy, sad, angry, surprised &#8211; using CNNs trained on the FER-2013 dataset. Discuss honestly where emotion AI works and where it fails.<\/p>\n<h3 id=\"age-and-gender-estimation\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">33<\/span>Age and Gender Estimation<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Predict approximate age range and gender from face images using pretrained deep models. A study in model bias and responsible reporting of uncertain predictions.<\/p>\n<h3 id=\"drowsiness-detection-for-drivers\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">34<\/span>Drowsiness Detection for Drivers<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Monitor eye aspect ratio and head pose through a dashcam-style feed and sound an alarm when a driver&#8217;s eyes stay closed too long. Vision AI that can save lives.<\/p>\n<h3 id=\"face-mask-detection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">35<\/span>Face Mask Detection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Detect whether people are wearing masks using transfer learning with MobileNet. A pandemic-era classic that still teaches real-time classification deployment.<\/p>\n<h3 id=\"virtual-makeup-and-filter-app\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">36<\/span>Virtual Makeup and Filter App<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Apply lipstick, sunglasses, or fun filters that track facial landmarks in real time &#8211; the Snapchat effect built with MediaPipe Face Mesh&#8217;s 468 landmarks.<\/p>\n<h3 id=\"face-blurring-for-privacy-protection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">37<\/span>Face Blurring for Privacy Protection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Automatically detect and blur all faces in photos and videos &#8211; the privacy tool every news organization and dashcam company needs.<\/p>\n<h3 id=\"smile-triggered-selfie-camera\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">38<\/span>Smile-Triggered Selfie Camera<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Capture a photo automatically when everyone in frame is smiling, using facial landmark geometry. A delightful beginner-friendly face project.<\/p>\n<h3 id=\"head-pose-estimation\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">39<\/span>Head Pose Estimation<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Estimate where a person is looking by computing head yaw, pitch, and roll from facial landmarks. Used in driver monitoring and attention analytics.<\/p>\n<h3 id=\"deepfake-detection-basics\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #7c3aed; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">40<\/span>Deepfake Detection Basics<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #7c3aed; border-radius: 0 8px 8px 0;\">Train a classifier to spot AI-generated face images using artifacts in frequency space and facial inconsistencies. Join the defense side of the deepfake arms race.<\/p>\n<h2 id=\"ocr-document-analysis-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #f0fdfa; border-left: 8px solid #0d9488; border-radius: 0 12px 12px 0;\">\ud83d\udcc4 5. OCR &amp; Document Analysis Projects <span style=\"font-size: 15px; color: #0d9488; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 41\u201350)<\/span><\/h2>\n<h3 id=\"receipt-scanner-and-expense-tracker\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">41<\/span>Receipt Scanner and Expense Tracker<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Extract merchant, date, and total from receipt photos with Tesseract or EasyOCR, then log expenses to a spreadsheet automatically. Practical OCR with instant personal value.<\/p>\n<h3 id=\"license-plate-recognition-anpr\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">42<\/span>License Plate Recognition (ANPR)<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Detect vehicle number plates and read their text by chaining object detection with OCR. Mirrors real automatic number plate recognition systems used in parking and tolling.<\/p>\n<h3 id=\"handwriting-recognition\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">43<\/span>Handwriting Recognition<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Go beyond digits &#8211; recognize full handwritten words and sentences using CRNN or TrOCR transformer models on the IAM handwriting dataset.<\/p>\n<h3 id=\"invoice-data-extraction-pipeline\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">44<\/span>Invoice Data Extraction Pipeline<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Pull structured fields &#8211; invoice number, GST, line items, totals &#8211; from PDF invoices into JSON using layout-aware models like LayoutLM. High-value business automation.<\/p>\n<h3 id=\"math-equation-solver-from-photos\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">45<\/span>Math Equation Solver from Photos<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Recognize a handwritten or printed equation from a photo and solve it with SymPy. The Photomath concept, built end to end.<\/p>\n<h3 id=\"multi-language-sign-board-reader\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">46<\/span>Multi-Language Sign Board Reader<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Detect and read text from street signs in multiple Indian languages and scripts, then translate it. Combines scene-text detection (EAST\/CRAFT) with OCR and translation APIs.<\/p>\n<h3 id=\"old-document-digitization-restoration\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">47<\/span>Old Document Digitization &amp; Restoration<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Clean noisy scans of old books with binarization and denoising, then OCR them into searchable text. Cultural preservation meets image processing.<\/p>\n<h3 id=\"table-extraction-from-documents\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">48<\/span>Table Extraction from Documents<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Detect tables in scanned reports and reconstruct them as CSV files, preserving rows and columns. One of the hardest and most requested document AI tasks.<\/p>\n<h3 id=\"business-card-reader-app\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">49<\/span>Business Card Reader App<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Extract names, phone numbers, and emails from business card photos straight into a contacts file using OCR plus regex and NER post-processing.<\/p>\n<h3 id=\"answer-sheet-omr-evaluator\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0d9488; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">50<\/span>Answer Sheet \/ OMR Evaluator<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0d9488; border-radius: 0 8px 8px 0;\">Automatically grade multiple-choice OMR sheets from photos using circle detection and thresholding. Every coaching institute wants exactly this tool.<\/p>\n<h2 id=\"medical-scientific-imaging-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #fef2f2; border-left: 8px solid #dc2626; border-radius: 0 12px 12px 0;\">\ud83e\ude7a 6. Medical &amp; Scientific Imaging Projects <span style=\"font-size: 15px; color: #dc2626; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 51\u201360)<\/span><\/h2>\n<h3 id=\"pneumonia-detection-from-chest-x-rays\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">51<\/span>Pneumonia Detection from Chest X-Rays<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Train a CNN to detect pneumonia in chest radiographs and visualize its reasoning with Grad-CAM heatmaps. The canonical introduction to responsible medical imaging AI.<\/p>\n<h3 id=\"skin-lesion-classification\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">52<\/span>Skin Lesion Classification<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Classify dermatoscopic images into lesion types using the HAM10000 dataset. Learn about class imbalance, calibration, and why dermatology AI needs careful validation.<\/p>\n<h3 id=\"brain-tumor-segmentation-from-mri\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">53<\/span>Brain Tumor Segmentation from MRI<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Segment tumor regions in MRI scans with a U-Net architecture. Pixel-level prediction &#8211; one of the most respected skills in medical vision.<\/p>\n<h3 id=\"blood-cell-counting-and-classification\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">54<\/span>Blood Cell Counting and Classification<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Count and classify red cells, white cells, and platelets in microscope images. Automating one of pathology&#8217;s most repetitive tasks.<\/p>\n<h3 id=\"diabetic-retinopathy-grading\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">55<\/span>Diabetic Retinopathy Grading<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Grade retinal fundus images by disease severity using the APTOS dataset. A Kaggle-famous challenge with massive screening impact in India.<\/p>\n<h3 id=\"malaria-parasite-detection-in-cell-images\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">56<\/span>Malaria Parasite Detection in Cell Images<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Detect malaria-infected cells in thin blood smear images with a lightweight CNN that could run on a low-cost field microscope.<\/p>\n<h3 id=\"bone-fracture-detection-in-x-rays\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">57<\/span>Bone Fracture Detection in X-Rays<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Detect and localize fractures in musculoskeletal X-rays using the MURA dataset. Learn how radiologist-AI collaboration is actually evaluated.<\/p>\n<h3 id=\"covid-19-ct-scan-analysis\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">58<\/span>COVID-19 CT Scan Analysis<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Classify and segment lung abnormalities in CT slices &#8211; and study the published pitfalls of pandemic-era models as a masterclass in dataset bias.<\/p>\n<h3 id=\"microscopy-cell-segmentation\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">59<\/span>Microscopy Cell Segmentation<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">Segment individual cells in crowded microscopy images using Cellpose or StarDist. A workhorse task across all of biological research.<\/p>\n<h3 id=\"plant-cell-vs-animal-cell-classifier\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #dc2626; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">60<\/span>Plant Cell vs Animal Cell Classifier<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #dc2626; border-radius: 0 8px 8px 0;\">A science-fair friendly project classifying microscope slide images of plant and animal cells, with clear visual explanations of what features the model uses.<\/p>\n<h2 id=\"agriculture-environment-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #f7fee7; border-left: 8px solid #65a30d; border-radius: 0 12px 12px 0;\">\ud83c\udf3e 7. Agriculture &amp; Environment Projects <span style=\"font-size: 15px; color: #65a30d; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 61\u201370)<\/span><\/h2>\n<h3 id=\"plant-disease-detection-from-leaf-images\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">61<\/span>Plant Disease Detection from Leaf Images<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Classify crop diseases from leaf photos using the PlantVillage dataset &#8211; hugely relevant for Indian agritech, deployable as a farmer-facing mobile app.<\/p>\n<h3 id=\"weed-vs-crop-detection-for-smart-farming\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">62<\/span>Weed vs Crop Detection for Smart Farming<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Detect weeds among crop rows in field images to enable targeted spraying. Precision agriculture that cuts herbicide use dramatically.<\/p>\n<h3 id=\"fruit-ripeness-grading\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">63<\/span>Fruit Ripeness Grading<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Grade tomatoes, bananas, or mangoes by ripeness from color and texture features. Straightforward, visual, and directly useful in supply chains.<\/p>\n<h3 id=\"crop-yield-estimation-from-drone-imagery\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">64<\/span>Crop Yield Estimation from Drone Imagery<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Count plants and estimate yield from aerial farm images using detection and density-map regression. Agritech startups are built on exactly this capability.<\/p>\n<h3 id=\"satellite-image-land-cover-classification\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">65<\/span>Satellite Image Land Cover Classification<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Classify satellite tiles into forest, water, urban, and farmland using EuroSAT data. Your gateway into remote sensing and geospatial deep learning.<\/p>\n<h3 id=\"deforestation-change-detection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">66<\/span>Deforestation Change Detection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Compare satellite images across years to automatically flag deforestation zones. Environmental monitoring with before\/after change-detection networks.<\/p>\n<h3 id=\"cattle-and-livestock-counting\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">67<\/span>Cattle and Livestock Counting<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Count and monitor livestock in drone or CCTV footage of farms and pastures. Animal detection with occlusion challenges that sharpen real skills.<\/p>\n<h3 id=\"fish-species-identification\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">68<\/span>Fish Species Identification<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Identify fish species from photos for fisheries monitoring and biodiversity studies &#8211; useful from aquariums to research vessels.<\/p>\n<h3 id=\"forest-fire-and-smoke-detection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">69<\/span>Forest Fire and Smoke Detection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Detect smoke plumes and fire in camera and satellite imagery for early-warning systems. Latency and false-alarm trade-offs make this a serious engineering exercise.<\/p>\n<h3 id=\"soil-type-classification-from-images\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #65a30d; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">70<\/span>Soil Type Classification from Images<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #65a30d; border-radius: 0 8px 8px 0;\">Classify soil types from close-up photographs using texture analysis and CNNs, helping farmers pick suitable crops without lab testing.<\/p>\n<h2 id=\"autonomous-vehicles-robotics-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #eef2ff; border-left: 8px solid #4f46e5; border-radius: 0 12px 12px 0;\">\ud83d\ude97 8. Autonomous Vehicles &amp; Robotics Projects <span style=\"font-size: 15px; color: #4f46e5; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 71\u201380)<\/span><\/h2>\n<h3 id=\"lane-detection-for-self-driving-cars\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">71<\/span>Lane Detection for Self-Driving Cars<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Detect lane lines in dashcam video using Hough transforms, then upgrade to deep segmentation models. The classic first step into autonomous driving.<\/p>\n<h3 id=\"traffic-sign-recognition\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">72<\/span>Traffic Sign Recognition<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Classify 43 categories of road signs from the German GTSRB benchmark &#8211; a core perception module in every driver-assistance system.<\/p>\n<h3 id=\"traffic-light-state-detection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">73<\/span>Traffic Light State Detection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Detect traffic lights and classify their state (red\/yellow\/green) in street scenes. Small objects, high stakes, real-world messiness.<\/p>\n<h3 id=\"pedestrian-detection-and-intent-estimation\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">74<\/span>Pedestrian Detection and Intent Estimation<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Detect pedestrians and estimate whether they are about to cross using pose cues. The hardest, most safety-critical perception problem on the road.<\/p>\n<h3 id=\"monocular-depth-estimation\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">75<\/span>Monocular Depth Estimation<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Predict a depth map from a single camera image using models like MiDaS. Understand how 2D pixels become 3D understanding without LiDAR.<\/p>\n<h3 id=\"road-pothole-detection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">76<\/span>Road Pothole Detection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Detect potholes in dashcam footage and map them with GPS &#8211; a civic-tech project with obvious value for Indian municipal authorities.<\/p>\n<h3 id=\"semantic-segmentation-of-street-scenes\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">77<\/span>Semantic Segmentation of Street Scenes<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Label every pixel of driving scenes as road, vehicle, person, or building using DeepLab or SegFormer on the Cityscapes dataset.<\/p>\n<h3 id=\"visual-odometry-from-camera-motion\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">78<\/span>Visual Odometry from Camera Motion<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Estimate a vehicle&#8217;s trajectory purely from camera frames using feature tracking and pose estimation. The vision half of SLAM.<\/p>\n<h3 id=\"line-following-robot-with-a-camera\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">79<\/span>Line-Following Robot with a Camera<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Build a Raspberry Pi robot that follows a track using camera input instead of IR sensors. Embedded vision and control on a student budget.<\/p>\n<h3 id=\"parking-space-occupancy-detection\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #4f46e5; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">80<\/span>Parking Space Occupancy Detection<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #4f46e5; border-radius: 0 8px 8px 0;\">Detect free and occupied parking slots from an overhead camera feed &#8211; a smart-city project deployable with one cheap camera per lot.<\/p>\n<h2 id=\"generative-ai-image-synthesis-projects\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #fdf2f8; border-left: 8px solid #db2777; border-radius: 0 12px 12px 0;\">\ud83c\udfa8 9. Generative AI &amp; Image Synthesis Projects <span style=\"font-size: 15px; color: #db2777; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 81\u201390)<\/span><\/h2>\n<h3 id=\"photo-colorization-of-black-white-images\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">81<\/span>Photo Colorization of Black &amp; White Images<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Bring old family photos to life with pretrained colorization networks &#8211; visually stunning results that make portfolios memorable.<\/p>\n<h3 id=\"neural-style-transfer-art-generator\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">82<\/span>Neural Style Transfer Art Generator<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Repaint your photos in the style of famous art movements by optimizing content and style losses. The project that made deep learning visually famous.<\/p>\n<h3 id=\"gan-for-face-generation\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">83<\/span>GAN for Face Generation<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Train a DCGAN or StyleGAN to generate realistic faces and explore latent-space arithmetic. Study mode collapse and training instability firsthand.<\/p>\n<h3 id=\"image-super-resolution-enhancer\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">84<\/span>Image Super-Resolution Enhancer<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Upscale low-resolution images 4x with ESRGAN or SwinIR, restoring crisp detail. The &#8216;enhance&#8217; button from crime dramas, actually built.<\/p>\n<h3 id=\"stable-diffusion-fine-tuning-with-lora\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">85<\/span>Stable Diffusion Fine-Tuning with LoRA<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Fine-tune a diffusion model on your own art style or product photos using LoRA adapters. The hottest generative-vision skill of 2026.<\/p>\n<h3 id=\"ai-image-inpainting-object-remover\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">86<\/span>AI Image Inpainting Object Remover<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Erase unwanted objects or people from photos and let a diffusion model fill the gap convincingly. The magic-eraser feature, demystified.<\/p>\n<h3 id=\"text-to-image-prompt-engineering-lab\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">87<\/span>Text-to-Image Prompt Engineering Lab<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Systematically study how prompt wording, negative prompts, and guidance scales change diffusion outputs, and document your findings like a scientist.<\/p>\n<h3 id=\"image-to-image-sketch-to-photo-translation\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">88<\/span>Image-to-Image Sketch to Photo Translation<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Translate sketches into photorealistic images with Pix2Pix or ControlNet. Conditional generation that designers genuinely use.<\/p>\n<h3 id=\"old-photo-restoration-pipeline\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">89<\/span>Old Photo Restoration Pipeline<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Combine scratch removal, denoising, face enhancement, and colorization into one restoration pipeline for damaged vintage photographs.<\/p>\n<h3 id=\"ai-generated-image-detector\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #db2777; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">90<\/span>AI-Generated Image Detector<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #db2777; border-radius: 0 8px 8px 0;\">Train a classifier to distinguish real photos from diffusion-generated images &#8211; the counterpart to generative AI that newsrooms and platforms urgently need.<\/p>\n<h2 id=\"advanced-real-time-vision-systems\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 8px 0; padding: 18px 22px; background: #f8fafc; border-left: 8px solid #0f172a; border-radius: 0 12px 12px 0;\">\ud83d\ude80 10. Advanced &amp; Real-Time Vision Systems <span style=\"font-size: 15px; color: #0f172a; font-weight: bold; font-family: Arial,sans-serif; vertical-align: middle;\">(Projects 91\u2013100)<\/span><\/h2>\n<h3 id=\"real-time-pose-estimation-fitness-coach\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">91<\/span>Real-Time Pose Estimation Fitness Coach<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Count squats and push-ups and correct posture in real time using MediaPipe or MoveNet pose landmarks. A complete AI fitness product in one project.<\/p>\n<h3 id=\"visual-question-answering-system\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">92<\/span>Visual Question Answering System<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Build a system that answers natural-language questions about images using vision-language models like BLIP or LLaVA. Where vision meets LLMs.<\/p>\n<h3 id=\"clip-powered-semantic-image-search\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">93<\/span>CLIP-Powered Semantic Image Search<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Search your photo library with text queries like &#8216;sunset over water&#8217; using CLIP embeddings and a vector database. Multi-modal retrieval done right.<\/p>\n<h3 id=\"image-captioning-with-transformers\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">94<\/span>Image Captioning with Transformers<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Generate natural-language captions for photos by pairing a vision encoder with a language decoder &#8211; a showcase bridge between two AI worlds.<\/p>\n<h3 id=\"3d-reconstruction-with-nerf-gaussian-splatting\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">95<\/span>3D Reconstruction with NeRF \/ Gaussian Splatting<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Turn a set of phone photos into an explorable 3D scene using Neural Radiance Fields or 3D Gaussian Splatting &#8211; the frontier of 3D vision.<\/p>\n<h3 id=\"edge-ai-vision-on-raspberry-pi\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">96<\/span>Edge AI Vision on Raspberry Pi<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Deploy quantized detection models on a Raspberry Pi or Jetson Nano and measure FPS, power, and accuracy trade-offs. Real-world deployment engineering.<\/p>\n<h3 id=\"video-action-recognition\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">97<\/span>Video Action Recognition<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Classify human actions &#8211; cooking, dancing, cricket batting &#8211; in video clips using 3D CNNs or video transformers on the Kinetics dataset.<\/p>\n<h3 id=\"anomaly-detection-for-factory-quality-control\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">98<\/span>Anomaly Detection for Factory Quality Control<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Spot defective products on a production line using autoencoder reconstruction <a href=\"https:\/\/1000sciencefairprojects.com\/tech\/how-to-fix-rge-billing-software-error-delayed-high-bill-guide-2026\/\">error<\/a> on the MVTec dataset. Industrial vision is a billion-dollar quiet market.<\/p>\n<h3 id=\"crowd-counting-and-density-estimation\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">99<\/span>Crowd Counting and Density Estimation<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Estimate crowd sizes in dense gatherings using density-map regression networks &#8211; vital for event safety and urban planning.<\/p>\n<h3 id=\"end-to-end-vision-model-deployment-with-mlops\" style=\"font-family: Arial,Helvetica,sans-serif; font-size: 20px; color: #1f2937; margin: 28px 0 6px 0;\"><span style=\"display: inline-block; background: #0f172a; color: #ffffff; font-size: 14px; font-weight: bold; padding: 3px 11px; border-radius: 20px; margin-right: 10px;\">100<\/span>End-to-End Vision Model Deployment with MLOps<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 18px 56px; padding: 12px 16px; background: #ffffff; border: 1px solid #e5e7eb; border-left: 4px solid #0f172a; border-radius: 0 8px 8px 0;\">Take a vision model from notebook to production API with ONNX export, Docker, monitoring, and drift detection. The capstone that proves you can ship.<\/p>\n<p style=\"text-align: center; margin: 30px 0 8px 0;\"><img decoding=\"async\" class=\"alignnone size-full wp-image-9150\" src=\"https:\/\/1000sciencefairprojects.com\/tech\/wp-content\/uploads\/2026\/06\/computer-vision-projects-featured.png\" alt=\"Computer Vision Projects \" width=\"1200\" height=\"630\" srcset=\"https:\/\/1000sciencefairprojects.com\/tech\/wp-content\/uploads\/2026\/06\/computer-vision-projects-featured.png 1200w, https:\/\/1000sciencefairprojects.com\/tech\/wp-content\/uploads\/2026\/06\/computer-vision-projects-featured-300x158.png 300w, https:\/\/1000sciencefairprojects.com\/tech\/wp-content\/uploads\/2026\/06\/computer-vision-projects-featured-1024x538.png 1024w, https:\/\/1000sciencefairprojects.com\/tech\/wp-content\/uploads\/2026\/06\/computer-vision-projects-featured-768x403.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p style=\"text-align: center; font-family: Arial,sans-serif; font-size: 12px; color: #9ca3af; margin: 0 0 28px 0; font-style: italic;\">Save this <a href=\"https:\/\/1000sciencefairprojects.com\/tech\/how-to-fix-error-cinvubgollkin-step-by-step-fixes\/\">guide<\/a> \u2014 100 projects, ten specializations, one roadmap.<\/p>\n<h2 style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 14px 0;\">\ud83c\udfaf How to Choose Your First Project<\/h2>\n<table style=\"width: 100%; border-collapse: collapse; margin: 0 0 30px 0; border: 1px solid #e5e7eb;\">\n<thead>\n<tr style=\"background: #125a6e;\">\n<th style=\"padding: 13px 14px; border: 1px solid #0e7490; font-family: Arial,sans-serif; font-size: 15px; color: #ffffff; text-align: left;\">Your Goal<\/th>\n<th style=\"padding: 13px 14px; border: 1px solid #0e7490; font-family: Arial,sans-serif; font-size: 15px; color: #ffffff; text-align: left;\">Start With<\/th>\n<th style=\"padding: 13px 14px; border: 1px solid #0e7490; font-family: Arial,sans-serif; font-size: 15px; color: #ffffff; text-align: left;\">Time Needed<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr style=\"background: #f0fdf4;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\"><strong>Learn the basics (no GPU)<\/strong><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\">Edge Detection, Face Detection, Document Scanner (#1\u2013#10)<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\">2\u20135 days each<\/td>\n<\/tr>\n<tr style=\"background: #eff6ff;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\"><strong>Get a job interview<\/strong><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\">Custom YOLO Detector, Pose Fitness Coach, OCR Pipeline (#21\u2013#60)<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\">2\u20134 weeks each<\/td>\n<\/tr>\n<tr style=\"background: #fdf2f8;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\"><strong>Work with modern generative AI<\/strong><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\">Stable Diffusion LoRA, CLIP Search, NeRF 3D (#81\u2013#100)<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\">3\u20138 weeks<\/td>\n<\/tr>\n<tr style=\"background: #f7fee7;\">\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\"><strong><a href=\"https:\/\/1000sciencefairprojects.com\/tech\/35-award-winning-science-fair-ideas-for-7th-grade-2026-guide\/\">Science fair<\/a> entry<\/strong><\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\">Plant Disease Detection, Cell Classifier, Fruit Ripeness Grading<\/td>\n<td style=\"padding: 12px 14px; border: 1px solid #e5e7eb; font-family: Arial,sans-serif; font-size: 15px; color: #374151;\">2\u20133 weeks<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"faq\" style=\"font-family: Georgia,serif; font-size: 30px; color: #111827; margin: 55px 0 10px 0; padding: 18px 22px; background: #eef2ff; border-left: 8px solid #4f46e5; border-radius: 0 12px 12px 0;\">\ud83d\udca1 Frequently Asked Questions<\/h2>\n<h3 style=\"font-family: Arial,Helvetica,sans-serif; font-size: 19px; color: #1c1840; margin: 24px 0 6px 0;\">\u2753 What are good computer vision projects for beginners?<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 14px 0; padding: 12px 16px; background: #f8fafc; border-radius: 8px; border: 1px solid #e2e8f0;\">Good beginner computer vision projects include handwritten digit recognition (MNIST), face detection with Haar cascades, QR code scanners, edge detection experiments, motion-detection security cameras, and document photo scanners. These need only Python, OpenCV, and a webcam, and teach core concepts like filters, contours, and image transforms before deep learning.<\/p>\n<h3 style=\"font-family: Arial,Helvetica,sans-serif; font-size: 19px; color: #1c1840; margin: 24px 0 6px 0;\">\u2753 Which computer vision projects are best for a resume in 2026?<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 14px 0; padding: 12px 16px; background: #f8fafc; border-radius: 8px; border: 1px solid #e2e8f0;\">The strongest resume projects in 2026 are custom YOLO object detectors trained on your own labeled dataset, CLIP-powered semantic image search, real-time pose estimation apps, Stable Diffusion LoRA fine-tuning, edge deployment on Raspberry Pi, and end-to-end MLOps deployment of a vision model. Recruiters value deployed, documented systems over notebook experiments.<\/p>\n<h3 style=\"font-family: Arial,Helvetica,sans-serif; font-size: 19px; color: #1c1840; margin: 24px 0 6px 0;\">\u2753 What tools and libraries are used for computer vision projects?<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 14px 0; padding: 12px 16px; background: #f8fafc; border-radius: 8px; border: 1px solid #e2e8f0;\">Core tools are Python, OpenCV, NumPy, and PyTorch or TensorFlow. Object detection uses YOLO (Ultralytics) and Roboflow for labeling; pose and face tasks use MediaPipe; OCR uses Tesseract, EasyOCR, and TrOCR; generative projects use Stable Diffusion and ControlNet; deployment uses ONNX, Docker, and Jetson or Raspberry Pi hardware.<\/p>\n<h3 style=\"font-family: Arial,Helvetica,sans-serif; font-size: 19px; color: #1c1840; margin: 24px 0 6px 0;\">\u2753 Do I need a GPU for computer vision projects?<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 14px 0; padding: 12px 16px; background: #f8fafc; border-radius: 8px; border: 1px solid #e2e8f0;\">Not at the start. Classical OpenCV projects and small CNNs run fine on a laptop CPU. For deep learning training, free GPU access from Google Colab or Kaggle Notebooks is enough for most projects on this list. A dedicated GPU only becomes important for training large models, video workloads, or diffusion fine-tuning.<\/p>\n<h3 style=\"font-family: Arial,Helvetica,sans-serif; font-size: 19px; color: #1c1840; margin: 24px 0 6px 0;\">\u2753 Where can I find free datasets for computer vision projects?<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 14px 0; padding: 12px 16px; background: #f8fafc; border-radius: 8px; border: 1px solid #e2e8f0;\">Free computer vision datasets are available on Kaggle, Roboflow Universe, Hugging Face Datasets, Google Open Images, COCO, ImageNet, PlantVillage for agriculture, MURA and HAM10000 for medical imaging, Cityscapes and VisDrone for driving and aerial scenes, and EuroSAT for satellite imagery.<\/p>\n<h3 style=\"font-family: Arial,Helvetica,sans-serif; font-size: 19px; color: #1c1840; margin: 24px 0 6px 0;\">\u2753 Can computer vision projects be used for science fairs?<\/h3>\n<p style=\"font-family: Arial,Helvetica,sans-serif; font-size: 16px; line-height: 1.75; color: #374151; margin: 0 0 14px 0; padding: 12px 16px; background: #f8fafc; border-radius: 8px; border: 1px solid #e2e8f0;\">Yes. Computer vision projects like plant disease detection, plant vs animal cell classification, motion-detecting security cameras, fruit ripeness grading, and pothole detection make excellent <a href=\"https:\/\/1000sciencefairprojects.com\/tech\/science-fair-project-ideas-pdf\/\">science fair projects<\/a> because they combine a clear hypothesis, real image data, measurable accuracy results, and a working demo judges can try.<\/p>\n<div style=\"background: linear-gradient(135deg,#125a6e,#7c3aed); border-radius: 14px; padding: 30px 28px; margin: 45px 0 25px 0; text-align: center;\">\n<h2 style=\"margin: 0 0 10px 0; font-family: Georgia,serif; font-size: 26px; color: #ffffff;\">Teach a Machine to See \ud83d\udc41\ufe0f<\/h2>\n<p style=\"margin: 0 0 16px 0; font-family: Arial,sans-serif; font-size: 16px; line-height: 1.7; color: #e0f2fe;\">Pick one project from the green beginner zone, point your webcam at the world, and ship something this week. One working demo beats a hundred bookmarked tutorials \u2014 every single time.<\/p>\n<p><a style=\"display: inline-block; background: #ffffff; color: #1c1840; font-family: Arial,sans-serif; font-size: 16px; font-weight: bold; padding: 12px 30px; border-radius: 30px; text-decoration: none;\" href=\"https:\/\/www.1000sciencefairprojects.com\/\">Explore 1000+ More Science Projects \u2192<\/a><\/p>\n<\/div>\n<p style=\"font-family: Arial,sans-serif; font-size: 14px; color: #6b7280; margin: 0 0 20px 0;\"><strong>Related guides:<\/strong> <a style=\"color: #2563eb;\" href=\"https:\/\/www.1000sciencefairprojects.com\/tech\/data-science-projects\/\">100 Data Science Projects<\/a> \u2022 <a style=\"color: #2563eb;\" href=\"https:\/\/www.1000sciencefairprojects.com\/tech\/\">Tech Projects Hub<\/a> \u2022 <a style=\"color: #2563eb;\" href=\"https:\/\/www.1000sciencefairprojects.com\/\">1000 Science Fair Projects Home<\/a><\/p>\n<p><script type=\"application\/ld+json\">\n{\n \"@context\": 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    \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#pencil-sketch-cartoon-filter-app\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 5,\n     \"name\": \"Face Detection with Haar Cascades\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#face-detection-with-haar-cascades\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 6,\n     \"name\": \"QR Code and Barcode Scanner\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#qr-code-and-barcode-scanner\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 7,\n     \"name\": \"Image Stitching Panorama Maker\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#image-stitching-panorama-maker\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 8,\n     \"name\": \"Motion Detection Security Camera\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#motion-detection-security-camera\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 9,\n     \"name\": \"Green Screen Background Replacement\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#green-screen-background-replacement\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 10,\n     \"name\": \"Document Photo Scanner\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#document-photo-scanner\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 11,\n     \"name\": \"Cats vs Dogs Classifier\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#cats-vs-dogs-classifier\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 12,\n     \"name\": \"CIFAR-10 Object Classification\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#cifar-10-object-classification\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 13,\n     \"name\": \"Transfer Learning with Pretrained Models\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#transfer-learning-with-pretrained-models\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 14,\n     \"name\": \"Food-101 Dish Recognition\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#food-101-dish-recognition\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 15,\n     \"name\": \"Flower Species Classifier\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#flower-species-classifier\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 16,\n     \"name\": \"Garbage Classification for Recycling\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#garbage-classification-for-recycling\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 17,\n     \"name\": \"Fashion Product Categorization\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#fashion-product-categorization\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 18,\n     \"name\": \"Indian Currency Note Recognition\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#indian-currency-note-recognition\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 19,\n     \"name\": \"Sports Action Classification\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#sports-action-classification\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 20,\n     \"name\": \"Vision Transformer (ViT) vs CNN Showdown\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#vision-transformer-vit-vs-cnn-showdown\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 21,\n     \"name\": \"Real-Time Object Detection with YOLO\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#real-time-object-detection-with-yolo\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 22,\n     \"name\": \"Custom Object Detector for Your Own Dataset\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#custom-object-detector-for-your-own-dataset\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 23,\n     \"name\": \"Vehicle Counting on Highway Footage\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#vehicle-counting-on-highway-footage\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 24,\n     \"name\": \"Multi-Object Tracking with DeepSORT\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#multi-object-tracking-with-deepsort\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 25,\n     \"name\": \"Helmet Detection for Road Safety\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#helmet-detection-for-road-safety\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 26,\n     \"name\": \"Social Distancing Monitor\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#social-distancing-monitor\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 27,\n     \"name\": \"Wildlife Camera Trap Analyzer\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#wildlife-camera-trap-analyzer\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 28,\n     \"name\": \"Drone-View Object Detection\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#drone-view-object-detection\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 29,\n     \"name\": \"Hand Tracking and Gesture Control\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#hand-tracking-and-gesture-control\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 30,\n     \"name\": \"Ball Tracking for Sports Analytics\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#ball-tracking-for-sports-analytics\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 31,\n     \"name\": \"Face Recognition Attendance System\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#face-recognition-attendance-system\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 32,\n     \"name\": \"Facial Emotion Detection\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#facial-emotion-detection\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 33,\n     \"name\": \"Age and Gender Estimation\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#age-and-gender-estimation\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 34,\n     \"name\": \"Drowsiness Detection for Drivers\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#drowsiness-detection-for-drivers\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 35,\n     \"name\": \"Face Mask Detection\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#face-mask-detection\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 36,\n     \"name\": \"Virtual Makeup and Filter App\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#virtual-makeup-and-filter-app\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 37,\n     \"name\": \"Face Blurring for Privacy Protection\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#face-blurring-for-privacy-protection\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 38,\n     \"name\": \"Smile-Triggered Selfie Camera\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#smile-triggered-selfie-camera\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 39,\n     \"name\": \"Head Pose Estimation\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#head-pose-estimation\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 40,\n     \"name\": \"Deepfake Detection Basics\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#deepfake-detection-basics\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 41,\n     \"name\": \"Receipt Scanner and Expense Tracker\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#receipt-scanner-and-expense-tracker\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 42,\n     \"name\": \"License Plate Recognition (ANPR)\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#license-plate-recognition-anpr\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 43,\n     \"name\": \"Handwriting Recognition\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#handwriting-recognition\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 44,\n     \"name\": \"Invoice Data Extraction Pipeline\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#invoice-data-extraction-pipeline\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 45,\n     \"name\": \"Math Equation Solver from Photos\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#math-equation-solver-from-photos\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 46,\n     \"name\": \"Multi-Language Sign Board Reader\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#multi-language-sign-board-reader\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 47,\n     \"name\": \"Old Document Digitization & Restoration\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#old-document-digitization-restoration\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 48,\n     \"name\": \"Table Extraction from Documents\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#table-extraction-from-documents\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 49,\n     \"name\": \"Business Card Reader App\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#business-card-reader-app\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 50,\n     \"name\": \"Answer Sheet \/ OMR Evaluator\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#answer-sheet-omr-evaluator\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 51,\n     \"name\": \"Pneumonia Detection from Chest X-Rays\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#pneumonia-detection-from-chest-x-rays\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 52,\n     \"name\": \"Skin Lesion Classification\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#skin-lesion-classification\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 53,\n     \"name\": \"Brain Tumor Segmentation from MRI\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#brain-tumor-segmentation-from-mri\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 54,\n     \"name\": \"Blood Cell Counting and Classification\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#blood-cell-counting-and-classification\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 55,\n     \"name\": \"Diabetic Retinopathy Grading\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#diabetic-retinopathy-grading\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 56,\n     \"name\": \"Malaria Parasite Detection in Cell Images\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#malaria-parasite-detection-in-cell-images\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 57,\n     \"name\": \"Bone Fracture Detection in X-Rays\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#bone-fracture-detection-in-x-rays\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 58,\n     \"name\": \"COVID-19 CT Scan Analysis\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#covid-19-ct-scan-analysis\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 59,\n     \"name\": \"Microscopy Cell Segmentation\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#microscopy-cell-segmentation\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 60,\n     \"name\": \"Plant Cell vs Animal Cell Classifier\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#plant-cell-vs-animal-cell-classifier\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 61,\n     \"name\": \"Plant Disease Detection from Leaf Images\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#plant-disease-detection-from-leaf-images\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 62,\n     \"name\": \"Weed vs Crop Detection for Smart Farming\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#weed-vs-crop-detection-for-smart-farming\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 63,\n     \"name\": \"Fruit Ripeness Grading\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#fruit-ripeness-grading\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 64,\n     \"name\": \"Crop Yield Estimation from Drone Imagery\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#crop-yield-estimation-from-drone-imagery\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 65,\n     \"name\": \"Satellite Image Land Cover Classification\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#satellite-image-land-cover-classification\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 66,\n     \"name\": \"Deforestation Change Detection\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#deforestation-change-detection\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 67,\n     \"name\": \"Cattle and Livestock Counting\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#cattle-and-livestock-counting\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 68,\n     \"name\": \"Fish Species Identification\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#fish-species-identification\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 69,\n     \"name\": \"Forest Fire and Smoke Detection\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#forest-fire-and-smoke-detection\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 70,\n     \"name\": \"Soil Type Classification from Images\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#soil-type-classification-from-images\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 71,\n     \"name\": \"Lane Detection for Self-Driving Cars\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#lane-detection-for-self-driving-cars\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 72,\n     \"name\": \"Traffic Sign Recognition\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#traffic-sign-recognition\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 73,\n     \"name\": \"Traffic Light State Detection\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#traffic-light-state-detection\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 74,\n     \"name\": \"Pedestrian Detection and Intent Estimation\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#pedestrian-detection-and-intent-estimation\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 75,\n     \"name\": \"Monocular Depth Estimation\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#monocular-depth-estimation\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 76,\n     \"name\": \"Road Pothole Detection\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#road-pothole-detection\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 77,\n     \"name\": \"Semantic Segmentation of Street Scenes\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#semantic-segmentation-of-street-scenes\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 78,\n     \"name\": \"Visual Odometry from Camera Motion\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#visual-odometry-from-camera-motion\"\n    },\n    {\n     \"@type\": \"ListItem\",\n     \"position\": 79,\n     \"name\": \"Line-Following Robot with a Camera\",\n     \"url\": \"https:\/\/www.1000sciencefairprojects.com\/tech\/computer-vision-projects\/#line-following-robot-with-a-camera\"\n    },\n    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