Notebook-based multi-object detection and tracking project using Faster R-CNN on the MOT20 dataset.
- Setup and MOT20 data download/preprocessing
- Faster R-CNN (ResNet-50 FPN) initialization and fine-tuning for person detection
- Temporal consistency filtering to reduce unstable detections
- SORT tracking with Kalman filter + IoU association
- Baseline vs fine-tuned evaluation with Precision, Recall, F1, mAP, MOTA, and MOTP
- Visual analysis of detections, tracks, ID switches, and comparison plots
Main file: advance_object_detection_fasterRCNN.ipynb