RealTrack — Real-Time Multi-Object Detection & Tracking

Overview

End-to-end pipeline: YOLOv8 detection + ByteTrack MOT on video streams. Fine-tuned on custom dataset via Roboflow. Benchmarked on MOT17.

Architecture

• Detection: YOLOv8 (fine-tuned)
• Tracking: ByteTrack
• Serving: FastAPI REST endpoint
• Export: ONNX + TorchScript
• MLOps: W&B experiment tracking, Docker, GitHub Actions CI/CD

Status

🚧 In Progress — detection pipeline complete, tracking integration and FastAPI serving in development.

Metrics (target)

• mAP@0.5 on custom dataset
• MOTA on MOT17
• <50ms per frame latency