Скачать или смотреть Innovating Food Tech: Real-Time Bread Tracking with Deep Learning 🥖✨

🚀✨ Innovating Food Tech: Real-Time Bread Tracking with Deep Learning 🥖✨
I developed an advanced bread detection and tracking system using YOLOv11 instance segmentation to identify and track bread in video footage. The system features:
✅ Accurate segmentation and tracking of individual breads
🎨 Custom color-coded grouping batch of bread is assigned a consistent color
🔄 Rotated & stretched elliptical bounding shapes for better visualization
⚡ Real-time frame rate (FPS) and unique bread count displayed in a sleek semi-transparent overlay
🔗 Robust tracking that maintains ID consistency across frames
🎬 Full video processing pipeline with output saving and live display
This project combines deep learning, OpenCV, and innovative visualization techniques to enable precise food item tracking — useful for quality control, inventory management, or retail automation. 🏭🤖
Big thanks to the incredible open-source tools that made this possible, including the Ultralytics YOLO framework! 🙌🔥
If you’re interested in AI-powered object detection or want to connect and discuss similar projects, feel free to reach out! 🤝💡