Isolated Sign Language Recognition on MSASL200
91.56Top-1 Acc (Class)Uni-Sign
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Uni-SignPose=true, RGB=true2025.01 | 91.56 | 91.02 | — | — | |
| Uni-SignPose=true2025.01 | 91.38 | 90.95 | — | — | |
| NLA-SLRPose=true2025.01 | 89.23 | 88.74 | — | — | |
| SignBERT+ (+ R)Modality=RGB-based2023.05 | 88.62 | 88.08 | 96.47 | 96.47 | |
| MSLUPose=true2025.01 | 88.58 | 87.79 | — | — | |
| SignBERT (H + R)Modality=RGB-based, Configuration=Hand-model-aware hand prior and RGB visual tokens2021.10 | 87.62 | 86.98 | 96.39 | 96.43 | |
| SignBERT (+ R)Modality=RGB-based2023.05 | 87.62 | 86.98 | 96.39 | 96.43 | |
| I3DModality=RGB-based2021.10 | 81.97 | — | — | 93.79 | |
| I3DModality=RGB-based2023.05 | 81.97 | — | — | 93.79 | |
| TCKModality=RGB-based2021.10 | 81.14 | 80.31 | 91.82 | 92.24 | |
| TCKModality=RGB-based2023.05 | 81.14 | 80.31 | 91.82 | 92.24 | |
| SignBERT+Modality=Pose-based2023.05 | 79.35 | 78.51 | 92.49 | 93.03 | |
| SignBERT+Pose=true2025.01 | 79.35 | 78.51 | — | — | |
| SignBERT (H + P)Modality=Pose-based, Configuration=Hand-model-aware hand prior and self-supervised pre-training2021.10 | 78.02 | 77.34 | 91.1 | 91.48 | |
| BESTPose=true2025.01 | 76.75 | 76.6 | — | — | |
| SignBERT (H)Modality=Pose-based, Configuration=Hand-model-aware hand prior2021.10 | 70.92 | 70.64 | 89.55 | 90 | |
| SignBERTModality=Pose-based2023.05 | 70.92 | 70.64 | 89.55 | 90 | |
| SignBERTPose=true2025.01 | 70.92 | 70.64 | — | — | |
| HMAModality=RGB-based2023.05 | 67.47 | 66.3 | 84.03 | 84.03 | |
| HMAPose=true2025.01 | 67.47 | 66.3 | — | — | |
| ST-GCNModality=Pose-based2021.10 | 54.2 | 52.91 | 76.67 | 77.62 | |
| ST-GCNModality=Pose-based2023.05 | 54.2 | 52.91 | 76.67 | 77.62 | |
| ST-GCNPose=true2025.01 | 45.29 | 44.46 | — | — |