Lif_T: 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.
Benchmark:
MOT17 |
Short name:
Lif_T
Detector:
Public
Description:
n/a
Reference:
A. Hornakova, R. Henschel, B. Rosenhahn, P. Swoboda. Lifted Disjoint Paths with Application in Multiple Object Tracking. In ICML, 2020.
Last submitted:
January 29, 2020 (4 years ago)
Published:
June 26, 2020 at 09:34:41 CET
Submissions:
2
Project page / code:
Open source:
Yes
Hardware:
2GHZ. 6 Cores
Runtime:
0.5 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17 | 60.5 | 65.6 | 51.3 | 637 (27.0) | 791 (33.6) | 14,966 | 206,619 | 63.4 | 96.0 | 54.7 | 48.3 | 59.0 | 78.6 | 51.1 | 77.4 | 81.3 | 0.8 | 1,189 (18.8) | 3,476 (54.8) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17-01-DPM | 48.3 | 58.1 | 46.8 | 8 | 11 | 68 | 3,258 | 49.5 | 97.9 | 58.5 | 37.6 | 61.3 | 79.5 | 38.9 | 77.0 | 80.2 | 0.2 | 10 | 19 |
| MOT17-01-FRCNN | 47.7 | 58.1 | 46.4 | 8 | 10 | 246 | 3,119 | 51.6 | 93.1 | 56.2 | 38.3 | 62.7 | 76.4 | 40.8 | 73.7 | 80.4 | 0.5 | 7 | 24 |
| MOT17-01-SDP | 47.8 | 57.8 | 46.0 | 9 | 10 | 346 | 3,008 | 53.4 | 90.9 | 54.0 | 39.3 | 60.9 | 75.0 | 42.3 | 72.1 | 80.1 | 0.8 | 10 | 31 |
| MOT17-03-DPM | 73.3 | 70.1 | 55.5 | 82 | 17 | 3,560 | 24,276 | 76.8 | 95.8 | 53.8 | 57.6 | 57.7 | 78.5 | 61.6 | 76.8 | 81.1 | 2.4 | 160 | 256 |
| MOT17-03-FRCNN | 72.2 | 71.8 | 56.3 | 71 | 17 | 2,664 | 26,277 | 74.9 | 96.7 | 56.1 | 56.8 | 59.5 | 79.7 | 60.2 | 77.8 | 81.3 | 1.8 | 124 | 250 |
| MOT17-03-SDP | 78.2 | 77.3 | 60.1 | 92 | 13 | 3,778 | 18,879 | 82.0 | 95.8 | 59.2 | 61.4 | 63.8 | 78.0 | 65.7 | 76.8 | 80.7 | 2.5 | 132 | 323 |
| MOT17-06-DPM | 58.1 | 64.7 | 50.9 | 61 | 77 | 178 | 4,728 | 59.9 | 97.5 | 55.4 | 47.0 | 65.1 | 72.5 | 49.0 | 79.8 | 82.5 | 0.1 | 28 | 155 |
| MOT17-06-FRCNN | 60.4 | 63.7 | 50.8 | 68 | 61 | 279 | 4,358 | 63.0 | 96.4 | 52.5 | 49.3 | 65.3 | 68.2 | 51.9 | 79.4 | 82.7 | 0.2 | 32 | 207 |
| MOT17-06-SDP | 60.3 | 65.1 | 51.5 | 67 | 64 | 305 | 4,345 | 63.1 | 96.1 | 54.3 | 49.1 | 66.1 | 68.8 | 51.8 | 78.8 | 82.5 | 0.3 | 33 | 217 |
| MOT17-07-DPM | 44.4 | 52.3 | 39.4 | 7 | 21 | 155 | 9,176 | 45.7 | 98.0 | 43.8 | 35.6 | 45.6 | 81.9 | 36.8 | 79.1 | 81.7 | 0.3 | 60 | 209 |
| MOT17-07-FRCNN | 44.0 | 54.9 | 40.8 | 8 | 20 | 279 | 9,110 | 46.1 | 96.5 | 46.8 | 35.8 | 48.8 | 81.1 | 37.3 | 78.1 | 81.6 | 0.6 | 63 | 227 |
| MOT17-07-SDP | 45.8 | 55.0 | 41.1 | 8 | 18 | 285 | 8,793 | 47.9 | 96.6 | 45.6 | 37.2 | 47.6 | 81.5 | 38.7 | 78.1 | 81.6 | 0.6 | 71 | 280 |
| MOT17-08-DPM | 34.7 | 47.4 | 40.8 | 18 | 37 | 254 | 13,507 | 36.1 | 96.8 | 56.6 | 29.5 | 59.4 | 84.2 | 30.4 | 81.5 | 84.0 | 0.4 | 32 | 44 |
| MOT17-08-FRCNN | 31.9 | 43.3 | 38.7 | 17 | 37 | 383 | 13,973 | 33.9 | 94.9 | 54.9 | 27.4 | 58.2 | 82.0 | 28.4 | 79.7 | 83.9 | 0.6 | 35 | 59 |
| MOT17-08-SDP | 34.8 | 47.7 | 40.9 | 18 | 34 | 429 | 13,288 | 37.1 | 94.8 | 56.3 | 29.9 | 59.4 | 83.3 | 31.0 | 79.3 | 83.4 | 0.7 | 48 | 69 |
| MOT17-12-DPM | 48.3 | 62.3 | 48.0 | 18 | 41 | 35 | 4,437 | 48.8 | 99.2 | 58.0 | 39.7 | 64.0 | 79.4 | 40.9 | 83.0 | 84.2 | 0.0 | 11 | 52 |
| MOT17-12-FRCNN | 47.3 | 58.0 | 45.8 | 16 | 43 | 37 | 4,521 | 47.8 | 99.1 | 54.0 | 38.9 | 59.7 | 79.9 | 40.0 | 83.0 | 84.3 | 0.0 | 11 | 34 |
| MOT17-12-SDP | 47.3 | 60.7 | 47.0 | 18 | 42 | 158 | 4,394 | 49.3 | 96.4 | 56.0 | 39.5 | 61.8 | 79.2 | 41.3 | 80.7 | 83.9 | 0.2 | 14 | 53 |
| MOT17-14-DPM | 36.1 | 48.8 | 34.5 | 12 | 77 | 268 | 11,449 | 38.1 | 96.3 | 40.9 | 29.2 | 42.9 | 78.9 | 30.2 | 76.5 | 80.4 | 0.4 | 91 | 239 |
| MOT17-14-FRCNN | 36.2 | 49.0 | 34.9 | 16 | 72 | 629 | 11,061 | 40.2 | 92.2 | 41.0 | 29.9 | 44.1 | 73.5 | 31.6 | 72.5 | 79.5 | 0.8 | 108 | 358 |
| MOT17-14-SDP | 38.3 | 51.4 | 36.4 | 15 | 69 | 630 | 10,662 | 42.3 | 92.5 | 42.3 | 31.5 | 45.4 | 74.7 | 33.3 | 72.8 | 79.7 | 0.8 | 109 | 370 |
Raw data:
