Lif_TsimInt: Lifted Disjoint Paths with Application in Multiple Object Tracking
MOT16-14
Short name:
Lif_TsimInt
Detector:
Public
Description:
Reference:
A. Hornakova, R. Henschel, B. Rosenhahn, P. Swoboda. Lifted Disjoint Paths with Application in Multiple Object Tracking. In ICML, 2020.
Last submitted:
June 24, 2020 (4 years ago)
Published:
June 26, 2020 at 11:22:09 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
3 Ghz
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 | 57.5 | 64.1 | 49.6 | 193 (25.4) | 263 (34.7) | 4,249 | 72,868 | 60.0 | 96.3 | 53.3 | 46.5 | 57.4 | 79.3 | 48.9 | 78.3 | 81.9 | 0.7 | 335 (5.6) | 604 (10.1) |
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 | 47.1 | 57.5 | 46.1 | 7 | 10 | 24 | 3,349 | 47.6 | 99.2 | 58.3 | 36.5 | 60.8 | 80.1 | 37.5 | 78.1 | 80.4 | 0.1 | 7 | 14 |
| MOT16-03 | 66.9 | 69.1 | 53.4 | 57 | 18 | 1,823 | 32,591 | 68.8 | 97.5 | 54.0 | 53.0 | 57.5 | 79.7 | 55.7 | 78.9 | 81.9 | 1.2 | 147 | 232 |
| MOT16-06 | 56.6 | 63.9 | 51.3 | 72 | 86 | 740 | 4,246 | 63.2 | 90.8 | 55.3 | 47.9 | 69.0 | 69.0 | 52.1 | 74.8 | 81.7 | 0.6 | 21 | 87 |
| MOT16-07 | 45.9 | 54.4 | 41.4 | 7 | 12 | 652 | 8,124 | 50.2 | 92.6 | 44.3 | 38.9 | 47.0 | 78.8 | 41.0 | 75.7 | 80.6 | 1.3 | 62 | 112 |
| MOT16-08 | 42.3 | 54.7 | 45.1 | 15 | 25 | 188 | 9,439 | 43.6 | 97.5 | 56.9 | 35.9 | 59.2 | 85.6 | 37.0 | 82.8 | 84.8 | 0.3 | 32 | 38 |
| MOT16-12 | 47.7 | 63.1 | 48.9 | 19 | 35 | 425 | 3,903 | 52.9 | 91.2 | 57.3 | 41.8 | 64.6 | 77.1 | 44.8 | 77.1 | 83.4 | 0.5 | 10 | 26 |
| MOT16-14 | 36.9 | 50.6 | 36.1 | 16 | 77 | 397 | 11,216 | 39.3 | 94.8 | 43.4 | 30.2 | 45.8 | 78.5 | 31.4 | 75.8 | 80.3 | 0.5 | 56 | 95 |
Raw data:
