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Papers Benchmarks Datasets Tasks

Action Localization research benchmarks · SOTA2 Research

Action Localization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Zhao et al. + GCM

51.9mAP@0.5

34

Feb 26, 2026

MeMViT-24, 32x3, 1312^2

34.4mAP (center)

25

Feb 26, 2026

Epic-Kitchens-100

ActionFormer + TAdaFormer-L/14

32.08mAP@0.1

22

Feb 26, 2026

86mAP@0.5

13

Feb 26, 2026

BABEL Subset-2 v1.0 (test)

RVTCLR + Skeleton-Snippet Contrastive Learning

65.2mAP@0.1

12

Feb 26, 2026

53.9mAP@tIoU (Subset-1)

12

Feb 26, 2026

53.3mAP@0.5

9

Feb 26, 2026

23.4mAP

7

Feb 26, 2026

AimCLR + Skeleton-Snippet Contrastive Learning

48.5mAP@0.1

6

Feb 26, 2026

RVTCLR + Skeleton-Snippet Contrastive Learning

60.5mAP@0.1

6

Feb 26, 2026

BABEL Subset-3 v1.0 (test)

42mAP@0.1

6

Feb 26, 2026

BABEL Subset-1 v1.0 (test)

53.7mAP@0.1

6

Feb 26, 2026

THUMOS localization '13 (test)

Gaussian (center prior)

52.6Precision

6

Feb 26, 2026

ActivityNet 1.2 (test)

41.3mAP@0.5

6

Feb 26, 2026

Look for the Change

68AP

5

Feb 26, 2026

AVA v2.1 (test)

21.91mAP

5

Feb 26, 2026

YouTube-8M Segments (YT8M-S) (val test)

77.1mAP

4

Feb 26, 2026

Popular datasets

BABEL AVA THUMOS Epic-Kitchens ActivityNet

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