| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Isolated Sign Language Recognition | WLASL 100 | Per-instance Top-1 Acc92.25 | 46 | |
| Isolated Sign Language Recognition | WLASL 300 | Top-1 Accuracy (Instance)78.44 | 28 | |
| Isolated Sign Language Recognition | WLASL 2000 | P-I63.52 | 17 | |
| Sign Language Recognition | WLASL (test) | Top-1 Accuracy66.82 | 17 | |
| Sign Language Recognition | WLASL2000 | P-I Accuracy64.73 | 15 | |
| Isolated Sign Language Recognition | WLASL 2000 (test) | Per-instance Top-1 Acc64.54 | 15 | |
| Sign Language Recognition | WLASL2000 v1.0 (test) | Per-instance Top-1 Acc0.6126 | 12 | |
| Sign Language Recognition | WLASL 300 | P-I88.66 | 11 | |
| Word-level sign language recognition | WLASL 300 | Top-1 Acc73.2 | 11 | |
| Sign Language Recognition | WLASL 100 v1.0 (test) | Top-1 Accuracy86.5 | 10 | |
| Sign Language Recognition | WLASL-100 | Top-1 Accuracy88.37 | 9 | |
| Isolated Sign Language Recognition | WLASL | Per-instance Top-1 Acc55.59 | 9 | |
| Sign Language Recognition | WLASL300 v1.0 (test) | Top-1 Accuracy (Per-instance)86.98 | 9 | |
| Word-level sign language recognition | WLASL 2000 | Top-1 Acc81 | 8 | |
| Word-level sign language recognition | WLASL100 | Top-1 Acc65.89 | 8 | |
| Sign Language Recognition | WLASL | Top-1 Accuracy48.49 | 7 | |
| Sign Language Video Generation | WLASL | FVD453 | 6 | |
| Sign Language Recognition | WLASL 300 (test) | Accuracy61.1 | 6 | |
| Sign Language Recognition | WLASL 100 (test) | Accuracy72.8 | 6 | |
| Sign Language Recognition | WLASL100 | Accuracy90 | 5 | |
| Isolated Sign Language Recognition | WLASL 2000 | Accuracy30.6 | 5 | |
| Sign Language Recognition | WLASL1000 v1.0 (test) | Per-instance Top-1 Acc75.64 | 4 | |
| Word-level sign language recognition | WLASL1000 | Top-1 Acc47.33 | 4 | |
| Sign Language Recognition | WLASL 2000 | Top-1 Accuracy72.08 | 3 | |
| Sign language recognition | WLASL 1000 | Top-1 Accuracy67.81 | 3 |