Short name:
MLT
Detector:
Private
Description:
Multiplex Labeling Graph for Near Online Tracking in Crowded Scenes
(MOT17 used the private detections from FairMOT)
Reference:
Y. Zhang, H. Sheng, Y. Wu, S. Wang, W. Ke, Z. Xiong. Multiplex Labeling Graph for Near Online Tracking in Crowded Scenes. In IEEE Internet of Things Journal, 2020.
Last submitted:
November 07, 2020 (3 years ago)
Published:
November 07, 2020 at 10:32:47 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
i7 9700k
Runtime:
3.7 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 | 48.9 | 54.6 | 43.2 | 384 (30.9) | 274 (22.1) | 45,660 | 216,803 | 58.1 | 86.8 | 44.1 | 42.7 | 46.5 | 78.2 | 47.3 | 70.7 | 80.6 | 10.2 | 2,187 (37.6) | 3,067 (52.8) |
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 | 69.0 | 62.0 | 50.1 | 286 | 66 | 6,762 | 76,885 | 71.9 | 96.7 | 44.6 | 56.5 | 46.5 | 81.4 | 59.6 | 80.1 | 83.0 | 3.3 | 1,250 | 1,389 |
| MOT20-06 | 27.0 | 46.0 | 34.9 | 43 | 104 | 20,121 | 76,252 | 42.6 | 73.7 | 42.0 | 29.3 | 45.2 | 69.9 | 33.6 | 58.2 | 75.8 | 20.0 | 495 | 887 |
| MOT20-07 | 53.5 | 60.5 | 46.2 | 39 | 19 | 1,777 | 13,471 | 59.3 | 91.7 | 49.4 | 43.5 | 53.0 | 75.1 | 47.1 | 72.9 | 80.2 | 3.0 | 146 | 188 |
| MOT20-08 | 12.9 | 37.1 | 28.4 | 16 | 85 | 17,000 | 50,195 | 35.2 | 61.6 | 35.8 | 22.7 | 39.6 | 64.1 | 27.4 | 48.0 | 74.1 | 21.1 | 296 | 603 |
Raw data: