OUTrack_fm_p: Online Multi-Object Tracking with Unsupervised Re-Identification Learning and Occlusion Estimation
MOT20-04
Short name:
OUTrack_fm_p
Detector:
Public
Description:
This is the public version of our tracker which is implemented based on FairMOT. The public settings are the same with those in CenterTrack.
Reference:
Q. Liu, D. Chen, Q. Chu, L. Yuan, B. Liu, L. Zhang, N. Yu. Online Multi-Object Tracking with Unsupervised Re-Identification Learning and Occlusion Estimation. In Neurocomputing, 2022.
Last submitted:
April 01, 2022 (2 years ago)
Published:
April 01, 2022 at 09:50:26 CET
Submissions:
1
Project page / code:
Open source:
No
Hardware:
TITAN XP
Runtime:
5.1 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 | 65.4 | 65.1 | 52.1 | 615 (49.5) | 165 (13.3) | 38,243 | 137,770 | 73.4 | 90.8 | 50.7 | 53.8 | 53.9 | 77.8 | 59.4 | 73.6 | 81.4 | 8.5 | 2,885 (0.0) | 7,205 (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 | 79.4 | 74.8 | 59.6 | 408 | 41 | 9,320 | 46,112 | 83.2 | 96.1 | 56.2 | 63.5 | 59.5 | 79.9 | 67.9 | 78.5 | 82.4 | 4.5 | 904 | 3,317 |
| MOT20-06 | 48.6 | 50.6 | 40.8 | 91 | 70 | 13,926 | 53,136 | 60.0 | 85.1 | 39.3 | 42.6 | 41.8 | 73.9 | 47.9 | 68.0 | 79.5 | 13.8 | 1,162 | 2,235 |
| MOT20-07 | 74.8 | 64.6 | 53.7 | 67 | 2 | 1,910 | 6,148 | 81.4 | 93.4 | 48.2 | 60.7 | 51.7 | 77.0 | 66.3 | 76.1 | 81.8 | 3.3 | 287 | 441 |
| MOT20-08 | 40.6 | 52.7 | 40.8 | 49 | 52 | 13,087 | 32,374 | 58.2 | 77.5 | 43.4 | 38.5 | 46.9 | 73.3 | 46.1 | 61.4 | 79.9 | 16.2 | 532 | 1,212 |
Raw data:
