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Action Classification research benchmarks – Page 2 · SOTA2 Research

Action Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ActivityNet Untrimmed 1.2 (test)

93.2mAP

12

Feb 26, 2026

52.91Frame Acc Top-1

11

Feb 26, 2026

Kinetics 600 (val)

90.3Top-1 Acc

11

Feb 26, 2026

Something-Something V2 (val)

77Top-1 Acc (multi-view fusion)

11

May 12, 2026

Moments in Time (MiT) 2018 (standard)

AssembleNet-101

34.27Top-1 Acc

11

Feb 26, 2026

Kinetics Full (val)

77.7Top-1 Accuracy

11

Feb 26, 2026

32mAP

11

Feb 26, 2026

44.4CS1 Accuracy

10

Jun 23, 2026

MM-Fi LiDAR modality

66.54Accuracy

9

Feb 26, 2026

MM-Fi mmWave modality

TC-AGC + ESP-MST

62.98Accuracy

9

Feb 26, 2026

MM-Fi RGB modality

TC-AGC + ESP-MST

94.03Accuracy

9

Feb 26, 2026

OrientationAware-HAR

28.48Top-1 Accuracy

8

May 22, 2026

Greatest Hits (test)

Conditional Foley

78.2Match Accuracy

8

Feb 26, 2026

74.5Per-Class Acc

8

Feb 26, 2026

61.9Accuracy (Per-Class)

8

Feb 26, 2026

90.6Per-Class Accuracy

8

Feb 26, 2026

EgoExo4D official benchmark

P-JEPA + Streaming Probe

56.85Ego Accuracy

7

Jun 23, 2026

77.2Top-1 Acc

7

Feb 26, 2026

Smarthome cross-view (CV1)

43.8Accuracy

7

Feb 26, 2026

N-UCLA cross-view V1,2

93.5Accuracy

7

Feb 26, 2026

THUMOS14 (test)

86.9mAP

7

Feb 26, 2026

75.4Top-1 Accuracy

6

Jun 26, 2026

22.9Accuracy

6

Feb 26, 2026

Epic-Kitchens-100 (test)

41.61Top-1 Action Acc

6

Feb 26, 2026

SoccerNet (test)

Audio + Video NetVLAD

75.2mAP

6

Feb 26, 2026

Page 2 of 4

Popular datasets

Kinetics HMDB Epic-Kitchens Smarthome UCF101

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