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Video Classification research benchmarks – Page 6 · SOTA2 Research

Video Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NTU RGB+D (val)

RResNet Log-Euclidean

42.99Accuracy

4

Feb 26, 2026

RResNet Affine-Invariant

66.53Accuracy

4

Feb 26, 2026

RResNet Log-Euclidean

36.38Accuracy

4

Feb 26, 2026

64.6Accuracy

4

Feb 26, 2026

Kinetics-Sounds (test)

85Top-1 Accuracy

4

Feb 26, 2026

HOMAGE 3rd Person 1.0 (test)

Cooperative Ours

24.7Accuracy

4

Feb 26, 2026

HOMAGE Ego 1.0 (test)

Cooperative Ours

37.7Accuracy

4

Feb 26, 2026

HOMAGE Audio 1.0 (test)

Cooperative Ours

33.3Accuracy

4

Feb 26, 2026

Something-Something V2 (meta-test)

42.81-shot Accuracy

4

Feb 26, 2026

91.02Accuracy

3

Feb 26, 2026

EgoExo4D (test val)

68.1Top-1 Acc

3

Feb 26, 2026

ActivityNet 1.2 (val)

93.2mAP

3

Feb 26, 2026

Charades (train val test)

39.5mAP

3

Feb 26, 2026

Elsagate (test)

NASNet (Finetuned)

92.6Accuracy

2

Apr 21, 2026

Elsagate (train)

SqueezeNet (Transfer)

96.1Accuracy

2

Apr 21, 2026

53.9Top-1 Accuracy

2

Feb 26, 2026

Kinetics400 v1 (test)

77Accuracy

2

Feb 26, 2026

HMDB51 v1 (test)

59.1Accuracy

2

Feb 26, 2026

99.29Precision

1

Jun 5, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Kinetics 600 (test val)

—

—Top-1 Acc

0

Feb 26, 2026

Tencent WeSee 1.0 (test)

—

—Primary metric

0

Feb 26, 2026

—

—Hit@1

0

Feb 26, 2026

Page 6 of 6

Popular datasets

Kinetics UCF Something-Something HMDB UCF101

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