Lif_TsimInt: Lifted Disjoint Paths with Application in Multiple Object Tracking
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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.
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.
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.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
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 (3 years ago)
Published:
June 26, 2020 at 11:22:20 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
3 Ghz
Runtime:
5.8 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT15 | 47.2 | 57.6 | 43.8 | 195 (27.0) | 215 (29.8) | 7,635 | 24,277 | 60.5 | 83.0 | 46.7 | 41.5 | 52.4 | 74.5 | 47.8 | 65.5 | 79.4 | 1.3 | 554 (9.2) | 803 (13.3) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| ADL-Rundle-1 | 30.2 | 58.6 | 44.4 | 15 | 2 | 3,471 | 2,984 | 67.9 | 64.6 | 51.3 | 38.5 | 57.6 | 70.4 | 53.3 | 50.6 | 77.4 | 6.9 | 42 | 106 |
| ADL-Rundle-3 | 58.6 | 69.2 | 54.4 | 17 | 8 | 621 | 3,557 | 65.0 | 91.4 | 59.3 | 50.1 | 63.4 | 82.8 | 54.6 | 76.7 | 84.0 | 1.0 | 26 | 32 |
| AVG-TownCentre | 58.3 | 66.6 | 46.9 | 78 | 44 | 283 | 2,619 | 63.4 | 94.1 | 49.9 | 44.5 | 54.4 | 73.6 | 47.3 | 70.3 | 76.5 | 0.6 | 77 | 184 |
| ETH-Crossing | 39.0 | 54.1 | 41.5 | 5 | 11 | 45 | 566 | 43.6 | 90.7 | 50.8 | 34.0 | 59.9 | 73.9 | 36.3 | 75.6 | 83.7 | 0.2 | 1 | 3 |
| ETH-Jelmoli | 55.9 | 68.9 | 50.7 | 18 | 12 | 385 | 729 | 71.3 | 82.4 | 51.7 | 49.8 | 68.1 | 63.5 | 58.9 | 68.2 | 82.5 | 0.9 | 4 | 29 |
| ETH-Linthescher | 34.0 | 48.8 | 37.8 | 23 | 116 | 475 | 5,400 | 39.5 | 88.1 | 46.6 | 30.8 | 56.1 | 69.2 | 32.8 | 73.1 | 81.4 | 0.4 | 19 | 68 |
| KITTI-16 | 33.3 | 33.0 | 24.5 | 5 | 1 | 399 | 633 | 62.8 | 72.8 | 17.0 | 36.3 | 18.3 | 61.1 | 45.4 | 52.6 | 74.2 | 1.9 | 102 | 62 |
| KITTI-19 | 39.8 | 50.3 | 35.7 | 8 | 16 | 794 | 2,292 | 57.1 | 79.3 | 34.9 | 36.9 | 36.7 | 72.3 | 42.9 | 59.7 | 76.0 | 0.8 | 129 | 99 |
| PETS09-S2L2 | 56.3 | 43.8 | 33.3 | 8 | 2 | 414 | 3,658 | 62.1 | 93.5 | 24.6 | 45.3 | 27.2 | 72.8 | 48.5 | 73.0 | 79.1 | 0.9 | 144 | 194 |
| TUD-Crossing | 87.1 | 90.8 | 64.7 | 11 | 0 | 39 | 100 | 90.9 | 96.3 | 66.4 | 63.1 | 70.3 | 73.9 | 68.2 | 72.2 | 78.2 | 0.2 | 3 | 11 |
| Venice-1 | 46.2 | 61.5 | 44.3 | 7 | 3 | 709 | 1,739 | 61.9 | 79.9 | 49.2 | 40.1 | 56.6 | 74.4 | 47.7 | 61.6 | 79.1 | 1.6 | 7 | 15 |
Raw data:
