Sign Language Recognition on WLASL-2000
Metric: Top-1 Accuracy (higher is better)
Metric: Top-1 Accuracy (higher is better)
| # | Model↕ | Top-1 Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Logos-Pretraining | 66.82 | No | Logos as a Well-Tempered Pre-train for Sign Lang... | 2025-05-15 | - |
| 2 | Uni-Sign | 63.52 | Yes | Uni-Sign: Toward Unified Sign Language Understan... | 2025-01-25 | Code |
| 3 | NLA-SLR | 61.26 | No | Natural Language-Assisted Sign Language Recognit... | 2023-03-21 | Code |
| 4 | StepNet | 61.17 | No | StepNet: Spatial-temporal Part-aware Network for... | 2022-12-25 | - |
| 5 | SAM-SLR | 58.73 | No | Skeleton Aware Multi-modal Sign Language Recogni... | 2021-03-16 | Code |
| 6 | SWIN-SLR | 58.51 | Yes | Fine-tuning of sign language recognition models:... | 2023-02-15 | Code |
| 7 | HWGAT | 48.49 | Yes | Hierarchical Windowed Graph Attention Network an... | 2024-07-19 | Code |
| 8 | I3D (pretraining: BSL-1K) | 46.82 | No | BSL-1K: Scaling up co-articulated sign language ... | 2020-07-23 | Code |
| 9 | I3D | 32.48 | No | Word-level Deep Sign Language Recognition from V... | 2019-10-24 | Code |