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

Sign Language Recognition research benchmarks – Page 2 · SOTA2 Research

Sign Language Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.7WER

7

Feb 26, 2026

Proposed On-Device NAS

99.9Test Accuracy

6

Jun 25, 2026

MCG-NJU/videomae-base-finetuned-kinetics

95.5Accuracy

6

Jun 4, 2026

WLASL 300 (test)

61.1Accuracy

6

Mar 10, 2026

Two-stream multistage graph convolutional model

90Accuracy

5

Mar 9, 2026

95.8Top-1 Acc

5

Feb 26, 2026

0.986Top-1 Acc

5

Feb 26, 2026

49.95Top-1 Accuracy

4

Mar 9, 2026

WLASL1000 v1.0 (test)

75.64Per-instance Top-1 Acc

4

Feb 26, 2026

LSA64 64 seen classes

Konstantinidis et al. (skeletal LSTM, late fusion)

98.09Accuracy

3

Jul 7, 2026

72.08Top-1 Accuracy

3

Apr 13, 2026

99.07Top-1 Accuracy

3

Mar 9, 2026

67.81Top-1 Accuracy

3

Apr 13, 2026

29.52WER

3

Feb 26, 2026

MSASL 500 (test)

83.06Top-1 Acc (Class)

3

Feb 26, 2026

AUTSL RGB-D track (test)

SAM-SLR (Ensemble)

98.53Top-1 Acc

3

Feb 26, 2026

AUTSL RGB track (test)

SAM-SLR (Ensemble)

98.42Top-1 Accuracy

3

Feb 26, 2026

LSA64 16 unseen classes

Transformer-Based Contrastive Learning (ProtoNet, 8-way 10-shot)

91.1Accuracy

2

Jul 7, 2026

53.34Top-1 Accuracy

2

Apr 13, 2026

92.7Accuracy

2

Mar 10, 2026

56.81Top-1 Accuracy

2

Mar 9, 2026

Arabic Sign Language (Words)

Study Reference 2

94Accuracy

2

Feb 26, 2026

BdSLW401 (test)

MCG-NJU/videomae-base-finetuned-kinetics

81.04Accuracy

1

Jun 4, 2026

ISL Size 35,000

99Accuracy

1

Apr 13, 2026

How2Gesture Dataset

Transformer-based 3D sign-language generation model

0.079Joint MAE

1

Mar 9, 2026

Page 2 of 3

Popular datasets

WLASL MSASL AUTSL LSA PHOENIX

Follow for updates

Join SOTA2 Contact