Metric: BLEU-4 (higher is better)
| # | Model↕ | BLEU-4▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MSKA-SLT | 29.03 | No | Multi-Stream Keypoint Attention Network for Sign... | 2024-05-09 | Code |
| 2 | TwoStream-SLT | 28.95 | No | Two-Stream Network for Sign Language Recognition... | 2022-11-02 | Code |
| 3 | SignBERT+ | 25.7 | No | SignBERT+: Hand-model-aware Self-supervised Pre-... | 2023-05-08 | - |
| 4 | S2T Stochastic Transformer (Ens) | 25.59 | No | Stochastic Transformer Networks with Linear Comp... | 2021-09-01 | Code |
| 5 | STMC+Transformer (Ens) | 25.4 | No | Better Sign Language Translation with STMC-Trans... | 2020-04-01 | Code |
| 6 | BN-TIN-Transf.+SignBT | 24.32 | No | Improving Sign Language Translation with Monolin... | 2021-05-26 | - |
| 7 | Signformer | 23.43 | No | Signformer is all you need: Towards Edge AI for ... | 2024-11-19 | Code |
| 8 | BERT2RND | 22.47 | No | - | - | Code |
| 9 | BN-TIN-Transf. | 21.68 | No | Improving Sign Language Translation with Monolin... | 2021-05-26 | - |
| 10 | BERT2BERT | 21.26 | No | - | - | Code |
| 11 | Sign2Gloss2Text | 19.26 | No | - | - | Code |