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Papers Benchmarks Datasets Tasks

Action Recognition research benchmarks – Page 15 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UWA3D protocol V3

70.9Accuracy

13

Feb 26, 2026

Kinetics-400 (train/val)

Oct-SlowFast-R50

76.2Top-1 Accuracy

13

Feb 26, 2026

UCF-101 (81/20)

64.8Accuracy

13

Feb 26, 2026

Proposed Action Recognition Dataset Arbitrary-view II

77Accuracy

13

Feb 26, 2026

Proposed Action Recognition Dataset Arbitrary-view I

57Accuracy

13

Feb 26, 2026

Proposed Action Recognition Dataset Cross-View II

71Accuracy

13

Feb 26, 2026

Proposed Action Recognition Dataset Cross-View I

32Accuracy

13

Feb 26, 2026

Proposed Action Recognition Dataset Cross-subject

76Accuracy

13

Feb 26, 2026

99.04Accuracy

13

Feb 26, 2026

MSR-DailyActivity (Standard Evaluation)

91.25Accuracy

13

Feb 26, 2026

PredNextBarlowTwins

54.68Top-1 Accuracy

12

Mar 31, 2026

PKU-MMD cross-view Xview (39/12)

64.2Top-1 Accuracy

12

Mar 19, 2026

PKU-MMD cross-view Xview (46/5)

89.5Top-1 Accuracy

12

Mar 19, 2026

PKU-MMD cross-subject (39/12)

63.9Top-1 Accuracy

12

Mar 19, 2026

UCF101 Harmonic Mean

84.03Accuracy

12

Feb 26, 2026

UCF101 New classes

80.77Accuracy

12

Feb 26, 2026

UCF101 Base classes

88.56Accuracy

12

Feb 26, 2026

Kinetics-Skeleton 400

51.9Top-1 Accuracy

12

Feb 26, 2026

90.4Top-1 Acc

12

Feb 26, 2026

66.61Accuracy

12

Feb 26, 2026

K400 random distribution shifts (test)

49.67Mean Top-1 Accuracy

12

Feb 26, 2026

SSv2 random distribution shifts (test)

46.32Top-1 Accuracy

12

Feb 26, 2026

UCF101 random distribution shifts (test)

83.11Top-1 Acc

12

Feb 26, 2026

Kinetics 100 (5% labels)

0.637Accuracy

12

Feb 26, 2026

Kinetics 100 (10% labels)

67.5Accuracy

12

Feb 26, 2026

Page 15 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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