DMAN: Online MOT with DMANs
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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.
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.
Benchmark:
MOT17 |
Short name:
DMAN
Detector:
Public
Description:
n/a
Reference:
J. Zhu, H. Yang, N. Liu, M. Kim, W. Zhang, M. Yang. Online Multi-Object Tracking with Dual Matching Attention Networks. In ECCV, 2018.
Last submitted:
November 14, 2017 (6 years ago)
Published:
September 11, 2018 at 07:16:29 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
2.4 GHZ, 1 Core
Runtime:
0.3 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 | 48.2 | 55.7 | 42.5 | 454 (19.3) | 902 (38.3) | 26,218 | 263,608 | 53.3 | 92.0 | 46.1 | 39.4 | 49.9 | 72.9 | 42.0 | 72.5 | 79.0 | 1.5 | 2,194 (41.2) | 5,378 (100.9) |
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 | 36.7 | 48.4 | 33.6 | 5 | 11 | 199 | 3,869 | 40.0 | 92.8 | 40.3 | 28.0 | 48.4 | 61.9 | 29.2 | 67.8 | 75.0 | 0.4 | 13 | 72 |
| MOT17-01-FRCNN | 28.5 | 49.5 | 40.0 | 8 | 7 | 1,477 | 3,115 | 51.7 | 69.3 | 47.6 | 33.9 | 54.9 | 69.4 | 41.8 | 56.1 | 78.3 | 3.3 | 18 | 50 |
| MOT17-01-SDP | 42.2 | 56.0 | 41.1 | 8 | 6 | 1,008 | 2,691 | 58.3 | 78.9 | 44.1 | 38.4 | 50.2 | 68.2 | 45.0 | 60.8 | 77.2 | 2.2 | 30 | 115 |
| MOT17-03-DPM | 53.4 | 59.3 | 43.3 | 37 | 30 | 4,382 | 44,167 | 57.8 | 93.2 | 44.7 | 42.2 | 47.5 | 72.4 | 44.7 | 72.1 | 77.6 | 2.9 | 193 | 841 |
| MOT17-03-FRCNN | 57.7 | 62.3 | 47.0 | 43 | 25 | 3,286 | 40,743 | 61.1 | 95.1 | 48.6 | 45.9 | 51.7 | 75.7 | 48.5 | 75.5 | 79.7 | 2.2 | 213 | 501 |
| MOT17-03-SDP | 67.3 | 66.6 | 51.5 | 65 | 20 | 2,735 | 31,209 | 70.2 | 96.4 | 50.5 | 52.8 | 54.1 | 74.4 | 55.8 | 76.6 | 80.2 | 1.8 | 266 | 736 |
| MOT17-06-DPM | 46.9 | 55.1 | 40.5 | 38 | 103 | 537 | 5,594 | 52.5 | 92.0 | 44.2 | 37.4 | 50.4 | 66.3 | 39.7 | 69.5 | 76.4 | 0.4 | 131 | 236 |
| MOT17-06-FRCNN | 51.2 | 58.1 | 44.2 | 54 | 68 | 788 | 4,794 | 59.3 | 89.9 | 44.5 | 44.3 | 52.9 | 67.3 | 47.9 | 72.6 | 79.7 | 0.7 | 169 | 251 |
| MOT17-06-SDP | 54.0 | 55.4 | 42.3 | 64 | 67 | 760 | 4,475 | 62.0 | 90.6 | 41.0 | 44.0 | 51.8 | 60.2 | 48.0 | 70.0 | 78.4 | 0.6 | 188 | 227 |
| MOT17-07-DPM | 41.4 | 50.3 | 36.5 | 8 | 24 | 568 | 9,272 | 45.1 | 93.1 | 41.3 | 32.4 | 43.6 | 73.5 | 34.0 | 70.2 | 76.5 | 1.1 | 60 | 145 |
| MOT17-07-FRCNN | 34.0 | 42.8 | 33.7 | 4 | 19 | 1,316 | 9,727 | 42.4 | 84.5 | 37.0 | 31.5 | 39.9 | 71.1 | 34.1 | 67.8 | 77.9 | 2.6 | 113 | 341 |
| MOT17-07-SDP | 42.1 | 47.4 | 37.1 | 10 | 19 | 1,091 | 8,591 | 49.1 | 88.4 | 38.3 | 36.2 | 41.2 | 69.5 | 39.1 | 70.3 | 78.9 | 2.2 | 98 | 220 |
| MOT17-08-DPM | 25.8 | 37.5 | 32.5 | 14 | 38 | 695 | 14,913 | 29.4 | 89.9 | 45.6 | 23.3 | 49.4 | 73.0 | 24.3 | 74.2 | 81.0 | 1.1 | 56 | 106 |
| MOT17-08-FRCNN | 24.7 | 34.8 | 30.8 | 9 | 41 | 350 | 15,491 | 26.7 | 94.2 | 44.6 | 21.3 | 47.5 | 77.6 | 22.0 | 77.6 | 82.5 | 0.6 | 65 | 111 |
| MOT17-08-SDP | 27.5 | 35.1 | 30.0 | 11 | 37 | 542 | 14,660 | 30.6 | 92.3 | 37.6 | 24.0 | 42.0 | 68.8 | 25.0 | 75.4 | 81.3 | 0.9 | 104 | 170 |
| MOT17-12-DPM | 41.0 | 55.8 | 41.4 | 17 | 48 | 331 | 4,764 | 45.0 | 92.2 | 51.0 | 33.6 | 54.8 | 74.1 | 35.6 | 72.8 | 79.6 | 0.4 | 16 | 38 |
| MOT17-12-FRCNN | 38.3 | 54.6 | 41.5 | 14 | 47 | 484 | 4,857 | 44.0 | 88.7 | 52.0 | 33.3 | 55.9 | 76.1 | 35.7 | 72.1 | 80.9 | 0.5 | 9 | 49 |
| MOT17-12-SDP | 42.4 | 59.2 | 45.0 | 18 | 46 | 329 | 4,645 | 46.4 | 92.4 | 57.2 | 35.4 | 61.3 | 77.5 | 37.5 | 74.8 | 81.4 | 0.4 | 16 | 37 |
| MOT17-14-DPM | 23.6 | 38.1 | 27.5 | 9 | 97 | 1,063 | 12,984 | 29.8 | 83.8 | 35.2 | 21.6 | 37.5 | 69.9 | 23.0 | 64.7 | 76.4 | 1.4 | 66 | 168 |
| MOT17-14-FRCNN | 18.8 | 36.9 | 27.4 | 8 | 81 | 2,554 | 12,268 | 33.6 | 70.9 | 31.7 | 24.2 | 35.5 | 61.6 | 27.0 | 57.0 | 74.3 | 3.4 | 181 | 491 |
| MOT17-14-SDP | 31.3 | 43.0 | 30.8 | 10 | 68 | 1,723 | 10,779 | 41.7 | 81.7 | 33.0 | 28.9 | 36.5 | 63.4 | 31.8 | 62.4 | 76.1 | 2.3 | 189 | 473 |
Raw data:
