Amine Bouramtane — Portfolio

Real-Time Object Detection & Tracking

Video detection pipeline with YOLO and CNN classifiers; benchmarked YOLOv5, YOLOv8 and DETR on custom datasets.

This project combines YOLO detection with CNN classifiers in a video-processing pipeline. YOLOv5, YOLOv8 and DETR were benchmarked on custom datasets to compare detection approaches. PyTorch, OpenCV and TensorFlow form the implementation stack.

Technologies

PyTorch, OpenCV, TensorFlow

How it works

  1. Video frames
  2. Object detection
  3. CNN classification
  4. Tracking output
Demo illustration — not an actual project screenshot.
Demo illustration — not an actual project screenshot.