| Paper | Code | Top-1 Accuracy | Official Test Split | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Uni-Sign: Toward Unified Sign Language Understanding at Scale | ✓ Link | 92.25 | true | Uni-Sign | 2025-01-25 |
| Siformer: Feature-isolated Transformer for Efficient Skeleton-based Sign Language Recognition | ✓ Link | 86.50 | Siformer | 2025-03-26 | |
| SignBERT: Pre-Training of Hand-Model-Aware Representation for Sign Language Recognition | 83.30 | true | SignBERT | 2021-10-11 | |
| Word-level Sign Language Recognition with Multi-stream Neural Networks Focusing on Local Regions and Skeletal Information | 81.38 | true | I3D, ST-GCN | 2021-06-30 | |
| StepNet: Spatial-temporal Part-aware Network for Isolated Sign Language Recognition | 78.29 | true | StepNet | 2022-12-25 | |
| Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison | ✓ Link | 65.89 | true | I3D | 2019-10-24 |
| Sign Pose-Based Transformer for Word-Level Sign Language Recognition | ✓ Link | 63.18 | true | SPOTER | 2022-01-04 |