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Domain Adaptive Object Detection research benchmarks · SOTA2 Research

Domain Adaptive Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Foggy Cityscapes (val)

51.4AP (Person)

18

Feb 26, 2026

Overall Adaptation Performance

42.83mAP

10

Feb 26, 2026

Synthetic to Real Adaptation S2C

45.09DAF

10

Feb 26, 2026

Weather Adaptation C2F

29.17DAF Score

10

Feb 26, 2026

Real-to-Art Adaptation P2C

17.49DAF

10

Feb 26, 2026

68.6Score (Fog)

2

Feb 26, 2026

Popular datasets

Cityscapes ACDC Real-to-Art Adaptation Weather Adaptation Synthetic-to-Real Adaptation

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