Metric: Top-1 Accuracy (higher is better)
| # | Model↕ | Top-1 Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Uni-Sign | 92.25 | Yes | Uni-Sign: Toward Unified Sign Language Understan... | 2025-01-25 | Code |
| 2 | Siformer | 86.5 | No | Siformer: Feature-isolated Transformer for Effic... | 2025-03-26 | Code |
| 3 | SignBERT | 83.3 | Yes | SignBERT: Pre-Training of Hand-Model-Aware Repre... | 2021-10-11 | - |
| 4 | I3D, ST-GCN | 81.38 | Yes | Word-level Sign Language Recognition with Multi-... | 2021-06-30 | - |
| 5 | StepNet | 78.29 | No | StepNet: Spatial-temporal Part-aware Network for... | 2022-12-25 | - |
| 6 | I3D | 65.89 | No | Word-level Deep Sign Language Recognition from V... | 2019-10-24 | Code |
| 7 | SPOTER | 63.18 | No | - | - | Code |