MTA-VPS: A Large-scale Benchmark for Video-Based Person Search
Comparison between MTA-VPS and the current large-scale datasets for person search, person ReID, and video person ReID
| Task | Dataset | ID | Cropped-img/labeled bbox | Scene | Video | Trajectory | Trajectory length |
|---|---|---|---|---|---|---|---|
| ReID | DukeMTMC-re-ID | 1,812 | 36,411 | - | No | - | - |
| MSMT17 | 4,101 | 126,441 | - | No | - | - | |
| Video ReID | MARS | 1,261 | 509,914 | - | Yes | 20,478 | 55 |
| DukeMTMC-Video | 1,404 | 815,420 | - | Yes | 2,636 | 300 | |
| Person Search | CUHK-SYSU | 8,432 | 23,430 | 18,184 | No | - | - |
| PRW | 932 | 34,304 | 11,816 | No | - | - | |
| Video-based Person Search (Ours) | MTA-VPS (Ours) | 1,768 | 4,087,660 | 144,000 | Yes | 4,166 | 1,000 |
The MTA-VPS dataset are currently being organized and will be released after the paper is accepted. Stay tuned!