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Action Recognition research benchmarks – Page 16 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Kinetics 100 (20% labels)

72.1Accuracy

12

Feb 26, 2026

Kinetics 100 (50% labels)

75.9Accuracy

12

Feb 26, 2026

EPIC-KITCHENS 100 (val)

V-JEPA 2-L + TrAction

68.3Top-1 Accuracy

12

Jun 4, 2026

Soccer-10 (test)

89.4Top-1 Accuracy

12

Feb 26, 2026

Basketball-8 (test)

80.2Top-1 Accuracy

12

Feb 26, 2026

95.3Accuracy

12

Feb 26, 2026

F-PHAB 1:1 split

95.93Accuracy

12

Feb 26, 2026

N-UCLA cross-view 1.0 (V1,2-3)

93.5Accuracy

12

Feb 26, 2026

Moments in Time (val)

33.564Top-1 Acc

12

Feb 26, 2026

JIGSAWS Knot-Tying (LOSO)

84.03Per-frame Accuracy

12

Feb 26, 2026

M2I Front View (test)

Multiply-Score Fusion All

91.2Accuracy

12

Feb 26, 2026

M2I Side View (test)

Multiply-Score Fusion All

89.4Accuracy

12

Feb 26, 2026

M2I FV -> SV (test)

Multiply-Score Fusion All

76.5Accuracy

12

Feb 26, 2026

M2I SV -> FV (test)

Multiply-Score Fusion All

87.6Accuracy

12

Feb 26, 2026

RGBD-HuDaAct (leave-one-subject-out cross-validation)

99Accuracy

12

Feb 26, 2026

CE (Full Dataset)

92.7Few-Shot Accuracy

11

Jun 23, 2026

UCF101 10% labels (test)

73.3Top-1 Accuracy

11

Jun 23, 2026

Ego-Exo4D Cooking (test)

TIME + VideoMAEv2

55.74Top-1 Accuracy

11

May 25, 2026

SS Small v2 (meta-test)

66.95-shot Accuracy

11

May 14, 2026

53.21Top-1 Accuracy

11

May 21, 2026

TenniSet 6 classes (test)

99.23Accuracy

11

Apr 1, 2026

MViT-B (16 × 4)

93.85Top-5 Accuracy

11

Mar 26, 2026

NTU-120 60/60 seen/unseen split

34.94Top-1 Accuracy

11

Mar 19, 2026

NTU-120 80/40 seen/unseen split

44.37Top-1 Accuracy

11

Mar 19, 2026

NTU-60 30/30 seen/unseen

37.84Top-1 Acc

11

Mar 19, 2026

Page 16 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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