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 Classification research benchmarks – Page 3 · SOTA2 Research

Action Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

EPIC-Kitchens Target (test)

54.98Accuracy (Video)

5

Mar 17, 2026

EPIC-Kitchens Source (val)

74.55Accuracy (Video)

5

Mar 17, 2026

GenHowTo (test)

72Accuracy (Action Class)

5

Feb 26, 2026

TTStroke-21 (test)

87.3Accuracy

5

Feb 26, 2026

TTStroke-21 (val)

0.878Accuracy

5

Feb 26, 2026

68.4Top-1 Accuracy

5

Feb 26, 2026

ActivityNet Trimmed 1.2 (test)

Spatial CNN (unfiltered: all)

0.495mAP

5

Feb 26, 2026

VGG Net-D & Net-E

84mAP

5

Feb 26, 2026

Orientation-Aware Network

50.12Top-1 Accuracy

4

May 22, 2026

Orientation-Aware Network

52.03Top-1 Accuracy

4

May 22, 2026

TTStroke-21 (train)

100Accuracy

4

Feb 26, 2026

HMDB51 v1 (Split 3)

Pose regularized Attentional Pooling

50.9Accuracy

4

Feb 26, 2026

HMDB51 v1 (Split 2)

Linear Attentional Pooling

51.6Accuracy

4

Feb 26, 2026

NTU RGB+D Cross-subject (val)

Skeleton-based CNN + Transformer (Proposed)

83.2Accuracy

4

Feb 26, 2026

GrothendieckCENN

90.4Accuracy

3

Jul 7, 2026

UCF full (test val)

umt-B-K710-fnK710

99Accuracy

3

Feb 26, 2026

AssemblyHands (test)

AssemblyHands-A

70Pick Up Accuracy

3

Feb 26, 2026

Tactile foot signals dataset unseen subjects (test)

90.06Accuracy

2

Mar 30, 2026

82Accuracy

2

Mar 17, 2026

Skeleton Transformer

1.6Accuracy

2

Mar 17, 2026

internvid-B-200M

58.1Accuracy

2

Feb 26, 2026

K400 full (test val)

internvid-B-200M

77.5Accuracy

2

Feb 26, 2026

videomae-B-K400

81.3Accuracy

2

Feb 26, 2026

Kinetics-verb (test)

57.1Accuracy

2

Feb 26, 2026

Kinetics (train)

76.3Top-1 Acc

2

Feb 26, 2026

Page 3 of 4

Popular datasets

Kinetics HMDB Epic-Kitchens Smarthome UCF101

Follow for updates

Join SOTA2 Contact