Metric: Word Error Rate (WER) (lower is better)
| # | Model↕ | Word Error Rate (WER)▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SlowFastSign | 18.7 | No | SlowFast Network for Continuous Sign Language Re... | 2023-09-21 | Code |
| 2 | TwoStream-SLR | 19.3 | No | Two-Stream Network for Sign Language Recognition... | 2022-11-02 | Code |
| 3 | TCNet | 19.4 | No | TCNet: Continuous Sign Language Recognition from... | 2024-03-18 | Code |
| 4 | SLA-LoRA | 19.4 | No | CLIP-SLA: Parameter-Efficient CLIP Adaptation fo... | 2025-04-02 | Code |
| 5 | Swin-MSTP | 19.7 | No | - | - | Code |
| 6 | SignBERT+ | 19.9 | No | SignBERT+: Hand-model-aware Self-supervised Pre-... | 2023-05-08 | - |
| 7 | C2SLR | 20.4 | No | - | - | Code |
| 8 | MSKA-SLR | 20.5 | No | Multi-Stream Keypoint Attention Network for Sign... | 2024-05-09 | Code |
| 9 | WRNN + LET | 20.73 | No | - | - | - |
| 10 | STMC | 21 | No | Spatial-Temporal Multi-Cue Network for Continuou... | 2020-02-08 | - |
| 11 | SMKD | 22.4 | No | - | - | Code |
| 12 | MMTLB | 22.45 | No | A Simple Multi-Modality Transfer Learning Baseli... | 2022-03-08 | Code |
| 13 | SignBT | 23.9 | No | Improving Sign Language Translation with Monolin... | 2021-05-26 | - |
| 14 | CrossModal | 24.3 | No | - | - | - |
| 15 | Stochastic CSLR | 26.1 | No | - | - | Code |