kalman_pub: ByteTrack: Multi-Object Tracking by Associating Every Detection Box
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Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Short name:
kalman_pub
Detector:
Public
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:
November 23, 2021 (3 years ago)
Published:
July 27, 2022 at 18:41:16 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
v100
Runtime:
17.7 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 | 67.0 | 70.2 | 56.4 | 592 (47.7) | 263 (21.2) | 9,685 | 160,303 | 69.0 | 97.4 | 58.3 | 54.8 | 65.0 | 73.6 | 57.7 | 81.4 | 84.1 | 2.2 | 680 (0.0) | 1,738 (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 | 84.1 | 82.6 | 66.4 | 481 | 50 | 6,911 | 36,297 | 86.8 | 97.2 | 64.4 | 68.6 | 71.0 | 77.2 | 72.9 | 81.7 | 84.4 | 3.3 | 253 | 755 |
| MOT20-06 | 49.7 | 53.7 | 42.5 | 55 | 105 | 1,285 | 65,245 | 50.9 | 98.1 | 45.0 | 40.2 | 51.9 | 66.3 | 41.8 | 80.7 | 83.3 | 1.3 | 251 | 605 |
| MOT20-07 | 66.2 | 67.9 | 54.5 | 42 | 14 | 909 | 10,178 | 69.3 | 96.2 | 53.7 | 55.7 | 60.0 | 71.6 | 59.3 | 82.4 | 86.0 | 1.6 | 91 | 121 |
| MOT20-08 | 36.4 | 41.8 | 34.4 | 14 | 94 | 580 | 48,583 | 37.3 | 98.0 | 40.1 | 29.5 | 48.1 | 60.7 | 30.4 | 80.0 | 82.7 | 0.7 | 85 | 257 |
Raw data:
