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PyTorch · YOLOv8 projects
Final-year project topics built with PyTorch · YOLOv8 — working builds, abstracts and honest quotation pricing.
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Fire and Smoke Detection from CCTV using CNN
This project fine-tunes YOLOv8 on the D-Fire dataset (~21,500 images with fire and smoke bounding boxes) to detect fire and s...
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Built to order
Retail Shelf Out-of-Stock Detection using Computer Vision
This project trains a YOLOv8 product detector on SKU-110K (~1.7M annotated shelf boxes) and adds an out-of-stock gap-analysis...
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Two-Wheeler Helmet Detection from Traffic CCTV using YOLO
This project fine-tunes YOLOv8 on a ~12,000-image helmet dataset to detect two-wheeler riders in traffic CCTV and classify ea...
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Built to order
Vehicle Speed Estimation from Traffic Camera using Computer Vision
This project estimates per-vehicle speed from a single traffic camera with no radar or road sensors: YOLOv8 detects vehicles,...
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