Isolated Sign Language Recognition on WLASL 2000 (P-I, P-C)
68.29P-ISignX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SignX2025.04 | 68.29 | — | |
| SIGNETPose=true, RGB=false2026.06 | 64.87 | 62.07 | |
| Sigma2025.04 | 64.4 | — | |
| Geo-SignPose=true, RGB=false2026.06 | 63.64 | 61.89 | |
| Uni-SignModality=Pose + RGB2025.01 | 63.52 | 61.32 | |
| Uni-Sign2025.04 | 63.52 | — | |
| Uni-SignPose=true, RGB=true2026.06 | 63.52 | 61.32 | |
| Uni-SignModality=Pose2025.01 | 63.13 | 60.9 | |
| NLA-SLRModality=Pose + RGB2025.01 | 61.05 | 58.05 | |
| NLA-SLR2025.04 | 61.05 | — | |
| NLA-SLRPose=true, RGB=true2026.06 | 61.05 | 58.05 | |
| SignRepPose=true, RGB=false2026.06 | 61.05 | 58.89 | |
| MSLUModality=Pose2025.01 | 56.29 | 53.29 | |
| MSLU2025.04 | 56.29 | — | |
| SignBERT+Modality=Pose2025.01 | 48.85 | 46.37 | |
| SignBERT+2025.04 | 48.85 | — | |
| BESTModality=Pose2025.01 | 46.25 | 43.52 | |
| BEST2025.04 | 46.25 | — | |
| SignBERTModality=Pose2025.01 | 39.4 | 36.74 | |
| SignBERT2025.04 | 39.4 | — | |
| HMAModality=Pose2025.01 | 37.91 | 35.9 | |
| ST-GCNModality=Pose2025.01 | 34.4 | 32.53 | |
| Uni-SignPose=true, RGB=true2025.01 | 0.6352 | 0.6132 | |
| Uni-SignPose=true2025.01 | 0.6313 | 0.609 | |
| NLA-SLRPose=true2025.01 | 0.6105 | 0.5805 | |
| MSLUPose=true2025.01 | 0.5629 | 0.5329 | |
| SignBERT+Pose=true2025.01 | 0.4885 | 0.4637 | |
| BESTPose=true2025.01 | 0.4625 | 0.4352 | |
| SignBERTPose=true2025.01 | 0.394 | 0.3674 | |
| ST-GCNPose=true2025.01 | 0.344 | 0.3253 |