| --- |
| license: apache-2.0 |
| tags: |
| - arxiv:2605.15779 |
| - computer-vision |
| - object-tracking |
| - multi-camera |
| - uav |
| --- |
| |
| # Multi-Camera Multi-Vehicle Tracking System (UAV Dataset) |
|
|
| This dataset contains synchronized multi-UAV video footage and comprehensive tracking annotations, accompanying the paper **[A Topology-Aware Spatiotemporal Handover Framework for Continuous Multi-UAV Tracking](https://arxiv.org/abs/2605.15779)**. |
|
|
| It is designed for evaluating real-time multi-camera multi-vehicle tracking (MCMT) systems, focusing on solving trajectory fragmentation and maintaining global identity persistence across isolated UAV fields of view. |
|
|
| <p align="center"> |
| <img src="assets/Pipeline.png" alt="Multi-Camera Multi-Vehicle Tracking Pipeline" width="80%"/> |
| </p> |
|
|
| ## Dataset Contents |
|
|
| ### 1. Video Assets |
| Three synchronized 1-minute video clips captured from different UAV perspectives in complex urban environments. |
| - `uav1_1min.mp4` |
| - `uav2_1min.mp4` |
| - `uav3_1min.mp4` |
|
|
| <p align="center"> |
| <img src="assets/uav1.jpg" alt="UAV1" width="32%"/> |
| <img src="assets/uav2.jpg" alt="UAV2" width="32%"/> |
| <img src="assets/uav3.jpg" alt="UAV3" width="32%"/> |
| <br/> |
| <em>Example: Consistent global tracking (e.g., the red car with ID 70) across overlapping UAV fields of view.</em> |
| </p> |
|
|
| ### 2. Annotations (CSVs) |
| The dataset includes structured CSV files with rich metadata generated by our tracking pipeline. |
|
|
| **Base Schema:** |
| ```text |
| frame_index, x_min, y_min, x_max, y_max, class_id, confidence, tracker_id, global_id, camera_id, speed, status |
| |
| ``` |
|
|
| *Note: Speed is estimated in km/h via pixel-to-meter scaling. Status tracks active/new_entry/exiting states.* |
|
|
| ## Tracking Pipeline Code |
|
|
| The full production-ready pipeline (utilizing YOLO11, ByteTrack, and our Topology-based Spatiotemporal Handover mechanism) used to process these videos is open-source. |
|
|
| 🔗 **[View Source Code on GitHub](https://www.google.com/search?q=https://github.com/JYe9/multi-camera-multi-vehicle-tracking-system)** |
|
|
| ## Citation |
|
|
| If you find this dataset or our framework useful in your research, please cite our paper: |
|
|
| ```bibtex |
| @misc{ye2026topologyaware, |
| title={A Topology-Aware Spatiotemporal Handover Framework for Continuous Multi-UAV Tracking}, |
| author={Jianlin Ye and Christos Kyrkou and Panayiotis Kolios}, |
| year={2026}, |
| eprint={2605.15779}, |
| archivePrefix={arXiv}, |
| primaryClass={cs.CV} |
| } |
| |
| ``` |