| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| WLASL 100 | Uni-Sign | Per-instance Top-1 Acc92.25 | 46 | 4d ago | |
| WLASL 300 | SignBERT+ | Top-1 Accuracy (Instance)78.44 | 28 | 4d ago | |
| MSASL 1000 | Uni-Sign | Per-class Top-1 Acc76.97 | 25 | 4d ago | |
| MSASL 100 | Uni-Sign | Per-class Top-1 Acc94.02 | 24 | 4d ago | |
| NMFs-CSL (Confusing) | StepNet (R + F) | Top-1 Acc72.3 | 24 | 4d ago | |
| NMFs-CSL (Total) | StepNet (R + F) | Top-1 Acc83.6 | 24 | 4d ago | |
| MSASL200 | Uni-Sign | Top-1 Acc (Class)91.56 | 23 | 4d ago | |
| WLASL 2000 | Uni-Sign | P-I63.52 | 17 | 4d ago | |
| NMFS-CSL Normal (test) | StepNet (R + F) | Top-1 Acc98.7 | 14 | 4d ago | |
| NMFs-CSL Normal | SignBERT (H + R) | Top-1 Acc97.4 | 10 | 4d ago | |
| WLASL | SignBERT+ | Per-instance Top-1 Acc55.59 | 9 | 4d ago | |
| MSASL | SignBERT+ (+ R) | Top-1 Acc (Class)70.77 | 8 | 4d ago | |
| Montalbano ChaLearn 2014 (test) | Recognition Rate97.5 | 8 | 4d ago | ||
| WLASL 2000 (test) | Uni-Sign | P-I63.52 | 6 | 4d ago | |
| WLASL 2000 | SL-GCN | Accuracy30.6 | 5 | 4d ago | |
| LSA64 | SL-GCN | Accuracy97.8 | 5 | 4d ago | |
| CSL | RGBD-I3D | Accuracy0.9568 | 5 | 4d ago | |
| DEVISIGN L | SL-GCN | Accuracy63.9 | 5 | 4d ago | |
| GSL | SL-GCN | Accuracy95.4 | 5 | 4d ago | |
| AUTSL | Pose-SL-GCN | Accuracy95.02 | 5 | 4d ago | |
| INCLUDE | SL-GCN | Accuracy93.5 | 5 | 4d ago | |
| BOBSL-SIGN (test) | Ours (Pose+Lip) | Top-1 Accuracy (Instance)0.784 | 4 | 4d ago | |
| FDMSE-ISL | HWGAT | Top-1 Acc93.86 | 4 | 4d ago | |
| BOBSL | StepNet | Top-1 Acc (Instance)77.1 | 4 | 4d ago | |
| ASL Citizen (test) | SHuBERT | Rec@165 | 4 | 4d ago |
