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Python 3.10 · PyTorch · YOLOv8 training & inference projects

Final-year project topics built with Python 3.10 · PyTorch · YOLOv8 training & inference — working builds, abstracts and honest quotation pricing.

Aerial drone view of an illegal garbage dump site with scattered litter piles along a dirt road, marked with a detection overlay.
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Garbage Dump Detection in Drone Imagery using YOLO

This project builds a drone-survey tool that finds illegal garbage dumps from the air. A YOLOv8 detector trained on the TACO...

Python 3.10 · PyTorch · YOLOv8 training & inference Jupyter notebook · evaluation: precision · recall · mAP Ultralytics YOLOv8 · litter & dump detection
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Queue monitoring illustration: a camera view over a service counter with people detected and counted inside a queue region of interest.
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Queue Length Estimation using YOLO

This project builds a camera-based queue monitor that counts people waiting at a service counter. A YOLOv8 person detector tr...

Python 3.10 · PyTorch · YOLOv8 training & inference Ultralytics YOLOv8 · person detection CrowdHuman · dense person annotations · Shao et al.
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Retail shelf monitoring illustration: a YOLO-based detector flagging out-of-stock gaps on supermarket shelves.
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Retail Shelf Out-of-Stock Detection using YOLO

This project builds a retail shelf monitor that turns shelf photographs into out-of-stock alerts. A YOLOv8 detector trained o...

Python 3.10 · PyTorch · YOLOv8 training & inference Ultralytics YOLOv8 · real-time object detection SKU-110K · 11 · 762 dense retail shelf images
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