OpenCodePapers

sign-language-recognition-on-wlasl100

Sign Language Recognition
Dataset Link
Results over time
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Leaderboard
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PaperCodeTop-1 AccuracyOfficial Test SplitModelNameReleaseDate
Uni-Sign: Toward Unified Sign Language Understanding at Scale✓ Link92.25trueUni-Sign2025-01-25
Siformer: Feature-isolated Transformer for Efficient Skeleton-based Sign Language Recognition✓ Link86.50Siformer2025-03-26
SignBERT: Pre-Training of Hand-Model-Aware Representation for Sign Language Recognition83.30trueSignBERT2021-10-11
Word-level Sign Language Recognition with Multi-stream Neural Networks Focusing on Local Regions and Skeletal Information81.38trueI3D, ST-GCN2021-06-30
IsoSignVid2Aud: Sign Language Video to Audio Conversion without Text Intermediaries✓ Link78.67IsoSignVid2Aud2025-10-09
StepNet: Spatial-temporal Part-aware Network for Isolated Sign Language Recognition78.29trueStepNet2022-12-25
IsoSignVid2Aud: Sign Language Video to Audio Conversion without Text Intermediaries✓ Link77.72IsoSignVid2Aud (Combined training)2025-10-09
Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison✓ Link65.89trueI3D2019-10-24
Sign Pose-Based Transformer for Word-Level Sign Language Recognition✓ Link63.18trueSPOTER2022-01-04
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