When a neural network looks at a video, it doesn't process the entire frame equally. Class Activation Maps reveal exactly where the model is focusing its attention. Think of it as highlighting the parts of an image that matter most for recognition. Let's take an example of a classic scene from season 3 of Stranger Things (Chapter 8: The Battle of Starcourt).
Real-time motion analysis system combining MediaPipe pose estimation and YOLO object detection. Track multiple people simultaneously with color-coded skeletons, calculate movement velocity and joint angles, analyze energy levels, and generate detailed performance metrics. Handles crowded scenes while providing persistent ID tracking, individual movement data, and comparative rankings with automatic validation.
GitHub Repo: https://github.com/akshansh11/Motion-Movement-Tracker
A Python-based music visualization tool that creates stunning, beat-synchronized visual representations from video files containing audio. Perfect for visualizing speaker outputs, music performances, or any audio content.
GitHub Repo: https://github.com/akshansh11/Audio-Video-Visualizer/tree/main
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