Isolated Sign Language Recognition on NMFs-CSL Normal
97.4Top-1 AccSignBERT (H + R)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SignBERT (H + R)Input Modality=RGB-based, Configuration=Hand + RGB (H+R)2021.10 | 97.4 | 99.3 | 99.9 | |
| SignBERT (H + P)Input Modality=Pose-based, Configuration=Hand + Pose (H+P)2021.10 | 96.7 | 99.3 | 99.9 | |
| SignBERT (H)Input Modality=Pose-based, Configuration=Hand pose (H)2021.10 | 94.5 | 98.1 | 99.6 | |
| GLE-NetInput Modality=RGB-based2021.10 | 93.6 | 97.6 | 99.3 | |
| TSMInput Modality=RGB-based2021.10 | 93.3 | 97.5 | 99 | |
| SlowfastInput Modality=RGB-based2021.10 | 92 | 96.7 | 98.9 | |
| 3D-R50Input Modality=RGB-based2021.10 | 87.4 | 93.4 | 97 | |
| I3DInput Modality=RGB-based2021.10 | 87.1 | 94.3 | 97.3 | |
| DNFInput Modality=RGB-based2021.10 | 86.3 | 93.1 | 97 | |
| ST-GCNInput Modality=Pose-based2021.10 | 83.4 | 91.3 | 96.7 |