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Papers Benchmarks Datasets Tasks

Video Recognition research benchmarks – Page 2 · SOTA2 Research

Video Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HMDB-51 zero-shot

55.9Top-1 Acc

12

Feb 26, 2026

HMDB51 (Evaluation Protocol 2)

64Accuracy

12

Feb 26, 2026

UCF101 (Evaluation Protocol 2)

0.928Accuracy

12

Feb 26, 2026

Diving48 official updated (test)

AK-Net (TDN backbone)

81.7Accuracy

12

Feb 26, 2026

HMDB51 v1 (test)

MVD-B (Teacher-L)

79.7Accuracy

11

Feb 26, 2026

63.2mAP

11

Feb 26, 2026

Kinetics-600 zero-shot

75.1Top-1 Acc

10

Feb 26, 2026

63.3Accuracy

8

Feb 26, 2026

90.8Accuracy

8

Feb 26, 2026

96.4Accuracy

8

Feb 26, 2026

Kinetics-400 fully-supervised

82.3Top-1 Accuracy

8

Feb 26, 2026

Kinetics-600 11 (val)

MViT-B-24, 32×3

83.8Top-1 Acc

8

Feb 26, 2026

HMDB51 (Evaluation Protocol 1)

55.8Accuracy

7

Feb 26, 2026

Kinetics-400 (val)

81.2Accuracy

6

Feb 26, 2026

HMDB-51 half classes (test)

58.1Accuracy

6

Feb 26, 2026

VidTAB few-shot adaptation

ST-Adapter-CLIP-L

46.9Average

4

Feb 26, 2026

91.1Top-1 Acc

4

Feb 26, 2026

ADMM-based TT-format

89Top-1 Accuracy

4

Feb 26, 2026

23.6Top-1 Accuracy

4

Feb 26, 2026

Temporal Understanding Benchmark Temporal-50 Static-50

0.819Top-1 Acc (Temporal-50)

3

Feb 26, 2026

ActivityNet full classes (test)

77.4Accuracy

3

Feb 26, 2026

Page 2 of 2

Popular datasets

Kinetics UCF HMDB Something-Something UCF101

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