Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Action Recognition research benchmarks – Page 18 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HMDB-51 (Split 3)

87.5Accuracy

11

Feb 26, 2026

HMDB-51 (Split 2)

86.7Accuracy

11

Feb 26, 2026

Proposed Method (JTM)

96.02Accuracy

11

Feb 26, 2026

81.8Average Top-1 Accuracy

10

Jul 7, 2026

PKU Pre-trained on NTU-60 II (test)

70.9Accuracy

10

Jun 11, 2026

71.81Robust Accuracy

10

Jun 9, 2026

ATRACT custom drone-captured and wearable sensor dataset

85.7Accuracy

10

May 19, 2026

31.8Top-1 Accuracy

10

Mar 31, 2026

HMDB-51 (3-split average)

86.11Mean Accuracy

10

Feb 26, 2026

ER-enhanced ZSAR model

60.2Top-1 Accuracy

10

Feb 26, 2026

THU-EACT-50-CHL (test)

0.667Top-1 Accuracy

10

Feb 26, 2026

83Accuracy

10

Feb 26, 2026

90.4Accuracy (ACC)

10

Feb 26, 2026

75.93Accuracy

10

Feb 26, 2026

100Top-1 Acc

10

Feb 26, 2026

35.9Mean Class Accuracy

10

Feb 26, 2026

51.8Harmonic Mean Acc

10

Feb 26, 2026

39.8Harmonic Mean Acc

10

Feb 26, 2026

THU-READ (test)

87.04Accuracy

10

Feb 26, 2026

JMRN + ResNext101 BERT

84.53Mean Per-Class Accuracy

10

Feb 26, 2026

MLB (Unseen Views)

Neural Projection Layer

42.7Accuracy

10

Feb 26, 2026

Kinetics Skeleton (val)

37.8Top-1 Accuracy

10

Feb 26, 2026

Video Frames Inference Speed (test)

0.1Latency (ms)

10

Feb 26, 2026

Something-Something (test)

37.48Top-1 Acc

10

Feb 26, 2026

HMDB51 50% labels (test)

55.6Top-1 Accuracy (Video-level)

9

Jun 23, 2026

Page 18 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

Follow for updates

Join SOTA2 Contact