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.

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 (11 months ago)

Published:

July 06, 2023 at 06:35:30 CET

Submissions:

1

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
DAMUNT56.152.148.287 (42.9)14 (6.9)9,79615,95273.782.049.848.855.073.559.065.681.72.4851 (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_0-14.219.516.2051,5641,45048.646.710.824.511.077.938.637.179.02.2210219
CU15L1B1In_092.389.279.432223451494.797.578.480.683.887.385.187.688.50.3524
CU15L1B4In_0-1.650.042.62924,77789984.049.748.837.360.965.570.041.482.66.62639
CU20L1B1Out_076.273.764.51511,3501,83086.489.662.566.667.177.075.378.186.81.91719
CU20L1B4Out_068.037.932.3901,1643,28077.290.521.249.423.453.754.964.374.91.6168210
CU30L1B6Out_037.620.914.7247077,97945.390.37.828.48.544.630.260.271.51.4425609

Raw data: