Isolated Sign Language Recognition on WLASL 300
78.44Top-1 Accuracy (Instance)SignBERT+
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SignBERT+Modality=RGB-based, RGB Fusion=true2023.05 | 78.44 | 94.31 | 79.12 | 94.43 | — | — | |
| StepNetInput Modality=RGB2022.12 | 74.7 | 91.02 | 75.32 | 91.17 | — | — | |
| SignBERT (H + R)Input modality=RGB2021.10 | 74.4 | 91.32 | 75.27 | 91.72 | — | — | |
| SignBERTModality=RGB-based, RGB Fusion=true2023.05 | 74.4 | 91.32 | 75.27 | 91.72 | — | — | |
| SignBERT+Modality=Pose-based, RGB Fusion=false2023.05 | 73.2 | 90.42 | 73.77 | 90.58 | — | — | |
| Signbert+Input Modality=Skeleton2022.12 | 73.2 | 90.42 | 73.77 | 90.58 | — | — | |
| SignBERT (H + P)Input modality=Pose2021.10 | 70.36 | 88.92 | 71.17 | 89.36 | — | — | |
| TCKInput modality=RGB2021.10 | 68.56 | 89.52 | 68.75 | 89.41 | — | — | |
| TCKModality=RGB-based, RGB Fusion=false2023.05 | 68.56 | 89.52 | 68.75 | 89.41 | — | — | |
| TCKInput Modality=RGB2022.12 | 68.56 | 89.52 | 68.75 | 89.41 | — | — | |
| BESTInput Modality=Skeleton2022.12 | 67.66 | 89.22 | 68.31 | 89.57 | — | — | |
| SignBERT (H)Input modality=Pose2021.10 | 62.72 | 85.18 | 63.43 | 85.71 | — | — | |
| SignBERTModality=Pose-based, RGB Fusion=false2023.05 | 62.72 | 85.18 | 63.43 | 85.71 | — | — | |
| Signbert (H)Input Modality=Skeleton2022.12 | 62.72 | 85.18 | 63.43 | 85.71 | — | — | |
| I3DInput modality=RGB2021.10 | 56.14 | 79.94 | 56.24 | 78.38 | — | — | |
| I3DModality=RGB-based, RGB Fusion=false2023.05 | 56.14 | 79.94 | 56.24 | 78.38 | — | — | |
| I3DInput Modality=RGB2022.12 | 56.14 | 79.94 | 56.24 | 78.38 | — | — | |
| BSLInput Modality=RGB2022.12 | 53.72 | — | 32.48 | — | — | — | |
| ST-GCNInput modality=Pose2021.10 | 44.46 | 73.05 | 45.29 | 73.16 | — | — | |
| ST-GCNModality=Pose-based, RGB Fusion=false2023.05 | 44.46 | 73.05 | 45.29 | 73.16 | — | — | |
| ST-GCNInput Modality=Skeleton2022.12 | 44.46 | 73.05 | 45.29 | 73.16 | — | — | |
| PSLRInput modality=Pose2021.10 | 42.18 | 71.71 | — | — | — | — | |
| PSLRModality=Pose-based, RGB Fusion=false2023.05 | 42.18 | 71.71 | — | — | — | — | |
| PSLRInput Modality=Skeleton2022.12 | 42.18 | 71.71 | — | — | — | — | |
| Pose-TGCNInput modality=Pose2021.10 | 38.32 | 67.51 | — | — | — | — | |
| Pose-TGCNModality=Pose-based, RGB Fusion=false2023.05 | 38.32 | 67.51 | — | — | — | — | |
| Pose-TGCNInput Modality=Skeleton2022.12 | 38.32 | 67.51 | — | — | — | — | |
| SAM (P)Input Modality=Skeleton2022.12 | 23.65 | 51.75 | — | — | — | — | |
| BESTPose=true2025.01 | — | — | — | — | 67.66 | 68.31 | |
| MSLUPose=true2025.01 | — | — | — | — | 82.04 | 82.71 | |
| NLA-SLRPose=true2025.01 | — | — | — | — | 86.23 | 86.67 | |
| SignBERTPose=true2025.01 | — | — | — | — | 62.72 | 63.43 | |
| SignBERT+Pose=true2025.01 | — | — | — | — | 73.2 | 73.77 | |
| ST-GCNPose=true2025.01 | — | — | — | — | 44.46 | 45.29 | |
| Uni-SignPose=true2025.01 | — | — | — | — | 88.17 | 88.69 | |
| Uni-SignPose=true, RGB=true2025.01 | — | — | — | — | 88.47 | 88.92 |