Isolated Sign Language Recognition on MSASL 100
94.02Per-class Top-1 AccUni-Sign
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Uni-SignModality=Pose + RGB2025.01 | 94.02 | 93.79 | — | — | — | — | |
| Uni-SignModality=Pose2025.01 | 93.16 | 93.26 | — | — | — | — | |
| MSLUModality=Pose2025.01 | 91.75 | 91.54 | — | — | — | — | |
| SignBERT+ (+ R)Modality=RGB-based2023.05 | 91.52 | 90.75 | 97.75 | 97.73 | — | — | |
| NLA-SLRModality=Pose + RGB2025.01 | 91.04 | 90.49 | — | — | — | — | |
| SignBERT (H + R)Modality=RGB-based, Configuration=Hand-model-aware hand prior and RGB visual tokens2021.10 | 89.96 | 89.56 | 97.36 | 97.51 | — | — | |
| SignBERT (+ R)Modality=RGB-based2023.05 | 89.96 | 89.56 | 97.36 | 97.51 | — | — | |
| SignBERT+Modality=Pose-based2023.05 | 85.23 | 84.94 | 95.77 | 95.76 | — | — | |
| SignBERT+Modality=Pose2025.01 | 85.23 | 84.94 | — | — | — | — | |
| TCKModality=RGB-based2021.10 | 83.91 | 83.04 | 93.46 | 93.52 | — | — | |
| TCKModality=RGB-based2023.05 | 83.91 | 83.04 | 93.46 | 93.52 | — | — | |
| TCKModality=Pose2025.01 | 83.91 | 83.04 | — | — | — | — | |
| SignBERT (H + P)Modality=Pose-based, Configuration=Hand-model-aware hand prior and self-supervised pre-training2021.10 | 82.31 | 81.37 | 93.66 | 93.76 | — | — | |
| I3DModality=RGB-based2021.10 | 81.76 | — | — | 95.16 | — | — | |
| I3DModality=RGB-based2023.05 | 81.76 | — | — | 95.16 | — | — | |
| BESTModality=Pose2025.01 | 81.24 | 80.98 | — | — | — | — | |
| SignBERT (H)Modality=Pose-based, Configuration=Hand-model-aware hand prior2021.10 | 76.65 | 76.09 | 92.87 | 93.06 | — | — | |
| SignBERTModality=Pose-based2023.05 | 76.65 | 76.09 | 92.87 | 93.06 | — | — | |
| SignBERTModality=Pose2025.01 | 76.65 | 76.09 | — | — | — | — | |
| HMAModality=RGB-based2023.05 | 74.59 | 73.45 | 89.7 | 89.7 | — | — | |
| HMAModality=Pose2025.01 | 74.59 | 73.45 | — | — | — | — | |
| ST-GCNModality=Pose-based2021.10 | 60.79 | 59.84 | 82.03 | 82.96 | — | — | |
| ST-GCNModality=Pose-based2023.05 | 60.79 | 59.84 | 82.03 | 82.96 | — | — | |
| ST-GCNModality=Pose2025.01 | 51.62 | 50.78 | — | — | — | — | |
| BESTPose=true2025.01 | — | — | — | — | 80.98 | 81.24 | |
| HMAPose=true2025.01 | — | — | — | — | 73.45 | 74.59 | |
| MSLUPose=true2025.01 | — | — | — | — | 91.54 | 91.75 | |
| NLA-SLRPose=true2025.01 | — | — | — | — | 90.49 | 91.04 | |
| SignBERTPose=true2025.01 | — | — | — | — | 76.09 | 76.65 | |
| SignBERT+Pose=true2025.01 | — | — | — | — | 84.94 | 85.23 | |
| ST-GCNPose=true2025.01 | — | — | — | — | 50.78 | 51.62 | |
| Uni-SignPose=true2025.01 | — | — | — | — | 93.26 | 93.16 | |
| Uni-SignPose=true, RGB=true2025.01 | — | — | — | — | 93.79 | 94.02 |