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:
February 08, 2020 (4 years ago)
Published:
February 08, 2020 at 08:00:09 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
i7-9700k, 2080Ti
Runtime:
5.9 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16 | 52.8 | 62.6 | 46.6 | 160 (21.1) | 322 (42.4) | 5,362 | 80,444 | 55.9 | 95.0 | 52.0 | 42.0 | 55.2 | 78.1 | 44.1 | 75.0 | 79.4 | 0.9 | 299 (5.4) | 702 (12.6) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16-01 | 46.9 | 62.1 | 46.2 | 8 | 10 | 153 | 3,240 | 49.3 | 95.4 | 59.8 | 35.7 | 63.0 | 74.0 | 37.1 | 71.8 | 76.4 | 0.3 | 2 | 31 |
| MOT16-03 | 60.4 | 67.5 | 49.7 | 46 | 24 | 2,719 | 38,516 | 63.2 | 96.0 | 52.3 | 47.6 | 54.9 | 79.2 | 49.9 | 75.9 | 79.5 | 1.8 | 137 | 350 |
| MOT16-06 | 50.3 | 61.0 | 46.0 | 52 | 112 | 432 | 5,264 | 54.4 | 93.6 | 53.4 | 39.9 | 64.3 | 68.7 | 42.3 | 72.8 | 78.8 | 0.4 | 37 | 67 |
| MOT16-07 | 46.3 | 53.7 | 40.2 | 8 | 17 | 645 | 8,078 | 50.5 | 92.7 | 43.6 | 37.4 | 46.3 | 76.9 | 39.5 | 72.5 | 78.2 | 1.3 | 50 | 116 |
| MOT16-08 | 42.5 | 56.8 | 45.3 | 17 | 22 | 904 | 8,682 | 48.1 | 89.9 | 56.1 | 36.7 | 59.7 | 78.8 | 39.3 | 73.6 | 81.2 | 1.4 | 43 | 55 |
| MOT16-12 | 47.1 | 61.9 | 46.1 | 18 | 38 | 342 | 4,039 | 51.3 | 92.6 | 55.2 | 38.5 | 59.4 | 75.3 | 40.9 | 73.7 | 79.9 | 0.4 | 8 | 26 |
| MOT16-14 | 30.7 | 45.0 | 32.3 | 11 | 99 | 167 | 12,625 | 31.7 | 97.2 | 43.6 | 24.1 | 45.4 | 78.5 | 24.7 | 75.9 | 79.4 | 0.2 | 22 | 57 |
Raw data: