DA_MOT: Unsupervised Domain Adaptation for Multi-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.
Benchmark:
DAMUNT |
Short name:
DA_MOT
Detector:
Public
Description:
Reference:
C. Abeysinghe, C. Reid, H. Rezatofighi, B. Meyer. Tracking Different Ant Species: An Unsupervised Domain Adaptation Framework and a Dataset for Multi-object Tracking. In Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI-23, 2023.
Last submitted:
July 05, 2023 (1 year ago)
Published:
July 06, 2023 at 06:35:30 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
28 CPUs (2.2GHZ), Tesla T4
Runtime:
4.5 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| DAMUNT | 56.1 | 52.1 | 48.2 | 87 (42.9) | 14 (6.9) | 9,796 | 15,952 | 73.7 | 82.0 | 49.8 | 48.8 | 55.0 | 73.5 | 59.0 | 65.6 | 81.7 | 2.4 | 851 (0.0) | 1,120 (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 |
| CU10L1B6In_0 | -14.2 | 19.5 | 16.2 | 0 | 5 | 1,564 | 1,450 | 48.6 | 46.7 | 10.8 | 24.5 | 11.0 | 77.9 | 38.6 | 37.1 | 79.0 | 2.2 | 210 | 219 |
| CU15L1B1In_0 | 92.3 | 89.2 | 79.4 | 32 | 2 | 234 | 514 | 94.7 | 97.5 | 78.4 | 80.6 | 83.8 | 87.3 | 85.1 | 87.6 | 88.5 | 0.3 | 5 | 24 |
| CU15L1B4In_0 | -1.6 | 50.0 | 42.6 | 29 | 2 | 4,777 | 899 | 84.0 | 49.7 | 48.8 | 37.3 | 60.9 | 65.5 | 70.0 | 41.4 | 82.6 | 6.6 | 26 | 39 |
| CU20L1B1Out_0 | 76.2 | 73.7 | 64.5 | 15 | 1 | 1,350 | 1,830 | 86.4 | 89.6 | 62.5 | 66.6 | 67.1 | 77.0 | 75.3 | 78.1 | 86.8 | 1.9 | 17 | 19 |
| CU20L1B4Out_0 | 68.0 | 37.9 | 32.3 | 9 | 0 | 1,164 | 3,280 | 77.2 | 90.5 | 21.2 | 49.4 | 23.4 | 53.7 | 54.9 | 64.3 | 74.9 | 1.6 | 168 | 210 |
| CU30L1B6Out_0 | 37.6 | 20.9 | 14.7 | 2 | 4 | 707 | 7,979 | 45.3 | 90.3 | 7.8 | 28.4 | 8.5 | 44.6 | 30.2 | 60.2 | 71.5 | 1.4 | 425 | 609 |
Raw data:
