Isolated Sign Language Recognition on MSASL 1000
76.97Per-class Top-1 AccUni-Sign
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Uni-SignPose=true, RGB=true2025.01 | 76.97 | 78.16 | — | — | |
| Uni-SignModality=Pose + RGB2025.01 | 76.97 | 78.16 | — | — | |
| Uni-SignPose=true2025.01 | 76.55 | 77.88 | — | — | |
| Uni-SignModality=Pose2025.01 | 76.55 | 77.88 | — | — | |
| MSLUPose=true2025.01 | 71.81 | 74.07 | — | — | |
| MSLUModality=Pose2025.01 | 71.81 | 74.07 | — | — | |
| NLA-SLRPose=true2025.01 | 69.86 | 72.56 | — | — | |
| NLA-SLRModality=Pose + RGB2025.01 | 69.86 | 72.56 | — | — | |
| SignBERT (H + R)Modality=RGB-based, Configuration=Hand-model-aware hand prior and RGB visual tokens2021.10 | 67.96 | 71.24 | 89.12 | 88.4 | |
| BSLModality=RGB-based2021.10 | 61.55 | 64.71 | 85.59 | 84.43 | |
| SignBERT+Pose=true2025.01 | 60.15 | 62.42 | — | — | |
| SignBERT+Modality=Pose2025.01 | 60.15 | 62.42 | — | — | |
| I3DModality=RGB-based2021.10 | 57.69 | — | — | 81.05 | |
| SignBERT (H + P)Modality=Pose-based, Configuration=Hand-model-aware hand prior and self-supervised pre-training2021.10 | 57.06 | 59.8 | 81.86 | 80.94 | |
| BESTPose=true2025.01 | 54.87 | 58.82 | — | — | |
| BESTModality=Pose2025.01 | 54.87 | 58.82 | — | — | |
| SignBERT (H)Modality=Pose-based, Configuration=Hand-model-aware hand prior2021.10 | 46.39 | 49.54 | 74.11 | 72.65 | |
| SignBERTPose=true2025.01 | 46.39 | 49.54 | — | — | |
| SignBERTModality=Pose2025.01 | 46.39 | 49.54 | — | — | |
| HMAPose=true2025.01 | 46.27 | 49.16 | — | — | |
| HMAModality=Pose2025.01 | 46.27 | 49.16 | — | — | |
| TCKPose=true2025.01 | 35.9 | 37.91 | — | — | |
| ST-GCNPose=true2025.01 | 32.53 | 34.4 | — | — | |
| ST-GCNModality=Pose2025.01 | 32.53 | 34.4 | — | — | |
| ST-GCNModality=Pose-based2021.10 | 32.32 | 36.03 | 59.92 | 57.15 |