TransCtr: TransCenter_Pub
Video not available.
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.
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:
TransCtr
Detector:
Public
Description:
TransCenter on public detections trained with COCO and MOT.
Reference:
Y. Xu, Y. Ban, G. Delorme, C. Gan, D. Rus, X. Alameda-Pineda. TransCenter: Transformers with Dense Queries for Multiple-Object Tracking. In arXiv, 2021.
Last submitted:
March 28, 2021 (3 years ago)
Published:
March 28, 2021 at 15:56:52 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
RTX TITAN
Runtime:
1.0 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 | 68.8 | 61.4 | 51.4 | 867 (36.8) | 564 (23.9) | 22,860 | 149,188 | 73.6 | 94.8 | 47.7 | 56.0 | 52.8 | 73.1 | 60.2 | 77.6 | 82.4 | 1.3 | 4,102 (0.0) | 8,468 (0.0) |
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 | 42.5 | 38.1 | 35.0 | 7 | 8 | 817 | 2,817 | 56.3 | 81.6 | 32.2 | 38.6 | 34.6 | 69.9 | 44.5 | 64.5 | 79.8 | 1.8 | 74 | 105 |
| MOT17-01-FRCNN | 37.1 | 36.7 | 33.9 | 8 | 7 | 1,247 | 2,726 | 57.7 | 74.9 | 31.4 | 37.1 | 34.1 | 67.9 | 45.4 | 58.9 | 79.7 | 2.8 | 87 | 120 |
| MOT17-01-SDP | 40.2 | 39.0 | 35.5 | 8 | 6 | 1,267 | 2,496 | 61.3 | 75.7 | 33.0 | 39.1 | 35.8 | 68.9 | 47.9 | 59.2 | 79.1 | 2.8 | 91 | 158 |
| MOT17-03-DPM | 87.1 | 73.6 | 60.8 | 120 | 5 | 2,969 | 10,231 | 90.2 | 97.0 | 53.8 | 69.1 | 58.6 | 75.9 | 73.9 | 79.4 | 82.7 | 2.0 | 255 | 785 |
| MOT17-03-FRCNN | 85.8 | 71.7 | 59.5 | 116 | 7 | 2,870 | 11,730 | 88.8 | 97.0 | 52.3 | 68.2 | 58.2 | 74.3 | 72.8 | 79.6 | 82.8 | 1.9 | 255 | 724 |
| MOT17-03-SDP | 86.7 | 72.3 | 59.9 | 119 | 8 | 3,003 | 10,667 | 89.8 | 96.9 | 52.6 | 68.8 | 58.3 | 74.6 | 73.6 | 79.4 | 82.7 | 2.0 | 263 | 799 |
| MOT17-06-DPM | 59.6 | 56.2 | 46.7 | 77 | 59 | 504 | 4,102 | 65.2 | 93.8 | 43.4 | 50.5 | 49.5 | 73.5 | 54.1 | 77.8 | 83.0 | 0.4 | 155 | 266 |
| MOT17-06-FRCNN | 61.8 | 56.7 | 47.4 | 81 | 48 | 553 | 3,768 | 68.0 | 93.5 | 43.2 | 52.2 | 49.3 | 73.2 | 56.2 | 77.3 | 82.9 | 0.5 | 186 | 332 |
| MOT17-06-SDP | 61.2 | 56.8 | 47.3 | 83 | 54 | 559 | 3,843 | 67.4 | 93.4 | 43.4 | 51.8 | 49.7 | 73.0 | 55.8 | 77.3 | 82.9 | 0.5 | 172 | 301 |
| MOT17-07-DPM | 51.5 | 46.2 | 38.4 | 12 | 14 | 1,148 | 6,851 | 59.4 | 89.7 | 34.5 | 43.8 | 38.4 | 67.8 | 48.0 | 72.5 | 81.0 | 2.3 | 187 | 421 |
| MOT17-07-FRCNN | 52.1 | 46.6 | 38.9 | 12 | 13 | 1,084 | 6,821 | 59.6 | 90.3 | 35.2 | 44.0 | 38.3 | 70.0 | 48.1 | 72.8 | 81.0 | 2.2 | 188 | 435 |
| MOT17-07-SDP | 52.1 | 46.1 | 38.4 | 13 | 14 | 1,202 | 6,708 | 60.3 | 89.4 | 34.2 | 44.2 | 38.4 | 67.7 | 48.6 | 72.1 | 80.9 | 2.4 | 188 | 448 |
| MOT17-08-DPM | 39.0 | 34.8 | 32.7 | 20 | 27 | 662 | 11,985 | 43.3 | 93.2 | 31.9 | 34.2 | 35.3 | 66.0 | 36.0 | 77.6 | 82.8 | 1.1 | 242 | 409 |
| MOT17-08-FRCNN | 38.5 | 34.8 | 32.6 | 18 | 28 | 653 | 12,109 | 42.7 | 93.2 | 32.1 | 33.9 | 35.7 | 65.0 | 35.6 | 77.8 | 82.9 | 1.0 | 238 | 391 |
| MOT17-08-SDP | 39.4 | 34.8 | 32.6 | 20 | 27 | 695 | 11,856 | 43.9 | 93.0 | 31.5 | 34.6 | 35.1 | 64.6 | 36.5 | 77.4 | 82.7 | 1.1 | 252 | 423 |
| MOT17-12-DPM | 58.5 | 62.8 | 52.0 | 28 | 34 | 115 | 3,431 | 60.4 | 97.9 | 54.5 | 49.7 | 60.6 | 77.4 | 51.8 | 83.9 | 85.8 | 0.1 | 50 | 123 |
| MOT17-12-FRCNN | 57.7 | 61.2 | 50.5 | 29 | 33 | 102 | 3,512 | 59.5 | 98.1 | 52.3 | 48.9 | 59.1 | 75.8 | 50.9 | 84.0 | 85.8 | 0.1 | 55 | 107 |
| MOT17-12-SDP | 59.0 | 62.8 | 52.2 | 30 | 31 | 121 | 3,376 | 61.0 | 97.8 | 54.5 | 50.0 | 60.5 | 77.8 | 52.3 | 83.7 | 85.7 | 0.1 | 55 | 126 |
| MOT17-14-DPM | 36.5 | 37.5 | 29.3 | 21 | 52 | 947 | 10,474 | 43.3 | 89.4 | 27.5 | 31.9 | 31.0 | 63.3 | 34.2 | 70.5 | 79.3 | 1.3 | 324 | 579 |
| MOT17-14-FRCNN | 37.8 | 38.0 | 29.9 | 22 | 46 | 1,162 | 9,944 | 46.2 | 88.0 | 27.1 | 33.7 | 30.6 | 62.2 | 36.4 | 69.4 | 78.9 | 1.5 | 396 | 691 |
| MOT17-14-SDP | 38.8 | 39.5 | 30.5 | 23 | 43 | 1,180 | 9,741 | 47.3 | 88.1 | 27.7 | 34.4 | 30.7 | 64.4 | 37.2 | 69.3 | 78.8 | 1.6 | 389 | 725 |
Raw data:
