ByteTrack: ByteTrack: Multi-Object Tracking by Associating Every Detection Box
MOT20-08
Short name:
ByteTrack
Detector:
Private
Description:
Reference:
Y. Zhang, P. Sun, Y. Jiang, D. Yu, F. Weng, Z. Yuan, P. Luo, W. Liu, X. Wang. ByteTrack: Multi-Object Tracking by Associating Every Detection Box. In Proceedings of the European Conference on Computer Vision (ECCV), 2022.
Last submitted:
September 17, 2021 (2 years ago)
Published:
October 14, 2021 at 03:02:37 CET
Submissions:
1
Project page / code:
Open source:
No
Hardware:
v100
Runtime:
17.5 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT20 | 77.8 | 75.2 | 61.3 | 859 (69.2) | 118 (9.5) | 26,249 | 87,594 | 83.1 | 94.2 | 59.6 | 63.4 | 66.2 | 74.6 | 69.1 | 78.4 | 83.6 | 5.9 | 1,223 (0.0) | 1,460 (0.0) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT20-04 | 87.4 | 84.4 | 68.4 | 554 | 18 | 11,787 | 22,391 | 91.8 | 95.5 | 65.9 | 71.0 | 72.8 | 77.5 | 76.9 | 80.0 | 84.0 | 5.7 | 292 | 382 |
| MOT20-06 | 66.1 | 63.3 | 51.7 | 143 | 61 | 6,562 | 38,027 | 71.4 | 93.5 | 49.6 | 54.0 | 56.0 | 69.6 | 58.7 | 77.0 | 82.9 | 6.5 | 462 | 524 |
| MOT20-07 | 82.4 | 73.8 | 64.1 | 89 | 3 | 1,801 | 3,884 | 88.3 | 94.2 | 59.6 | 69.3 | 64.5 | 76.3 | 75.7 | 80.8 | 85.3 | 3.1 | 125 | 137 |
| MOT20-08 | 61.6 | 60.2 | 48.1 | 73 | 36 | 6,099 | 23,292 | 69.9 | 89.9 | 46.0 | 50.5 | 52.7 | 68.0 | 56.3 | 72.4 | 81.6 | 7.6 | 344 | 417 |
Raw data:
