Sign Language Recognition on SLR500
97.8AccuracySignBERT+ (+ R)
Evaluation results
| Method | Links | |
|---|---|---|
| SignBERT+ (+ R)Modality=RGB-based (Fusion)2023.05 | 97.8 | |
| SignBERT (+ R)Modality=RGB-based (Fusion)2023.05 | 97.7 | |
| SignBERT (H + R)Modality=RGB-based2021.10 | 97.6 | |
| GLE-NetModality=RGB-based2021.10 | 96.8 | |
| GLE-NetModality=RGB-based2023.05 | 96.8 | |
| SignBERT (H + P)Modality=Pose-based2021.10 | 96.6 | |
| HMAModality=RGB-based2023.05 | 95.9 | |
| SignBERT+Modality=Pose-based2023.05 | 95.4 | |
| 3D-R50Modality=RGB-based2021.10 | 95.1 | |
| 3D-R50Modality=RGB-based2023.05 | 95.1 | |
| Self-supervised pre-trainable frameworkComputing Platform=Self-supervised pre-trainable framework with model aware hand prior incorporated.2026.01 | 95 | |
| SignBERT (H)Modality=Pose-based2021.10 | 94.5 | |
| SignBERTModality=Pose-based2023.05 | 94.5 | |
| ST-GCNModality=Pose-based2021.10 | 90 | |
| ST-GCNModality=Pose-based2023.05 | 90 | |
| STIPModality=RGB-based2021.10 | 61.8 | |
| STIPModality=RGB-based2023.05 | 61.8 | |
| GMM-HMMModality=RGB-based2021.10 | 56.3 | |
| GMM-HMMModality=RGB-based2023.05 | 56.3 |