Isolated Sign Language Recognition on MSASL
70.77Top-1 Acc (Class)SignBERT+ (+ R)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SignBERT+ (+ R)Modality=RGB-based2023.05 | 70.77 | 73.71 | 90.12 | 89.3 | |
| SignBERT (+ R)Modality=RGB-based2023.05 | 67.96 | 71.24 | 89.12 | 88.4 | |
| BSLModality=RGB-based2023.05 | 61.55 | 64.71 | 85.59 | 84.43 | |
| SignBERT+Modality=Pose-based2023.05 | 60.15 | 62.42 | 83.49 | 82.44 | |
| I3DModality=RGB-based2023.05 | 57.69 | — | — | 81.05 | |
| SignBERTModality=Pose-based2023.05 | 46.39 | 49.54 | 74.11 | 72.65 | |
| HMAModality=RGB-based2023.05 | 46.27 | 49.16 | 69.75 | 68.6 | |
| ST-GCNModality=Pose-based2023.05 | 32.32 | 36.03 | 59.92 | 57.15 |