| Paper | Code | Top-1 Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| Logos as a Well-Tempered Pre-train for Sign Language Recognition | 66.82 | Logos-Pretraining | 2025-05-15 | |
| Uni-Sign: Toward Unified Sign Language Understanding at Scale | ✓ Link | 63.52 | Uni-Sign | 2025-01-25 |
| Natural Language-Assisted Sign Language Recognition | ✓ Link | 61.26 | NLA-SLR | 2023-03-21 |
| StepNet: Spatial-temporal Part-aware Network for Isolated Sign Language Recognition | 61.17 | StepNet | 2022-12-25 | |
| Skeleton Aware Multi-modal Sign Language Recognition | ✓ Link | 58.73 | SAM-SLR | 2021-03-16 |
| Fine-tuning of sign language recognition models: a technical report | ✓ Link | 58.51 | SWIN-SLR | 2023-02-15 |
| Hierarchical Windowed Graph Attention Network and a Large Scale Dataset for Isolated Indian Sign Language Recognition | ✓ Link | 48.49 | HWGAT | 2024-07-19 |
| BSL-1K: Scaling up co-articulated sign language recognition using mouthing cues | ✓ Link | 46.82 | I3D (pretraining: BSL-1K) | 2020-07-23 |
| Word-level Deep Sign Language Recognition from Video: A New Large-scale Dataset and Methods Comparison | ✓ Link | 32.48 | I3D | 2019-10-24 |