| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sign Language Translation | How2Sign (test) | BLEU-424.6 | 61 | |
| Sign Language Production | How2Sign (test) | BLEU-421.03 | 14 | |
| Sign Language Production | How2Sign (dev) | BLEU-425.55 | 6 | |
| Sign language subtitle alignment | How2Sign (test) | F1@0.5039.57 | 5 | |
| Sign language subtitle alignment | How2Sign (val) | F1@0.5038.32 | 5 | |
| Sign Language Production | How2Sign | User Study Score2.65 | 5 | |
| Video Generation | How2Sign Faces (test) | FVD1687.22 | 5 | |
| Sign Language Generation | How2Sign | Inference Latency (s/video)0.734 | 3 | |
| Superresolution | How2Sign-Faces (test) | GT Identity Score0.939 | 3 | |
| Video Inversion | How2Sign Faces (test) | GT-ID0.804 | 3 | |
| Sign Language Translation | How2Sign (dev) | BLEU-117.73 | 2 | |
| Sparse Interpolation | How2Sign-Faces (test) | GT-ID0.768 | 2 | |
| Frame Interpolation | How2Sign-Faces (test) | GT ID0.702 | 2 | |
| Frame Prediction | How2Sign-Faces (test) | GT ID70.3 | 2 | |
| Video Inpainting | How2Sign-Faces (test) | GT-ID0.758 | 2 | |
| Sign Language Translation | How2Sign (val) | rBLEU2.79 | 1 |