Isolated Sign Language Recognition on WLASL
55.59Per-instance Top-1 AccSignBERT+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SignBERT+Modality=RGB-based, RGB Fusion=true2023.05 | 55.59 | 89.37 | 53.33 | 88.82 | |
| SignBERTModality=RGB-based, RGB Fusion=true2023.05 | 54.69 | 87.49 | 52.08 | 86.93 | |
| SignBERT+Modality=Pose-based, RGB Fusion=false2023.05 | 48.85 | 82.48 | 46.37 | 81.33 | |
| BSLModality=RGB-based, RGB Fusion=false2023.05 | 46.82 | 79.36 | 44.72 | 78.47 | |
| SignBERTModality=Pose-based, RGB Fusion=false2023.05 | 39.4 | 73.35 | 36.74 | 72.38 | |
| HMAModality=RGB-based, RGB Fusion=false2023.05 | 37.91 | 71.26 | 35.9 | 70 | |
| ST-GCNModality=Pose-based, RGB Fusion=false2023.05 | 34.4 | 66.57 | 32.53 | 65.45 | |
| I3DModality=RGB-based, RGB Fusion=false2023.05 | 32.48 | 57.31 | — | — | |
| Pose-TGCNModality=Pose-based, RGB Fusion=false2023.05 | 23.65 | 51.75 | — | — |