Isolated Sign Language Recognition on NMFs-CSL (Confusing)
72.3Top-1 AccStepNet (R + F)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| StepNet (R + F)Modality=Fusion-based, Input Details=RGB data (R) + Optical flow data (F)2022.12 | 72.3 | 87.2 | 94.8 | |
| BEST (H + R)Modality=Fusion-based, Input Details=H + RGB-based features (R)2022.12 | 65.5 | — | 95 | |
| SignBERT (H + R)Input Modality=RGB-based, Configuration=Hand + RGB (H+R)2021.10 | 64.3 | 86.5 | 95.4 | |
| Signbert (H + R)Modality=Fusion-based, Input Details=H + RGB-based features (R)2022.12 | 64.3 | 86.5 | 95.4 | |
| StepNetModality=RGB-based2022.12 | 62.4 | 76.1 | 86.9 | |
| SignBERT (H + P)Input Modality=Pose-based, Configuration=Hand + Pose (H+P)2021.10 | 58.6 | 88.6 | 96.9 | |
| Signbert (H + P)Modality=Fusion-based, Input Details=H + Skeleton-based features (P)2022.12 | 58.6 | 88.6 | 96.9 | |
| GLE-NetInput Modality=RGB-based2021.10 | 50.6 | 66.7 | 79.6 | |
| GLE-NetModality=RGB-based2022.12 | 50.6 | 66.7 | 79.6 | |
| BESTModality=Skeleton-based2022.12 | 49 | — | 90.3 | |
| I3DInput Modality=RGB-based2021.10 | 47.3 | 65.7 | 81.8 | |
| I3DModality=RGB-based2022.12 | 47.3 | 65.7 | 81.8 | |
| SlowfastInput Modality=RGB-based2021.10 | 47 | 63.7 | 77.4 | |
| SlowfastModality=RGB-based2022.12 | 47 | 63.7 | 77.4 | |
| SignBERT (H)Input Modality=Pose-based, Configuration=Hand pose (H)2021.10 | 46.4 | 78.2 | 92.1 | |
| Signbert (H)Modality=Skeleton-based, Input Details=Reconstructed hand representation (H) by MANO2022.12 | 46.4 | 78.2 | 92.1 | |
| 3D-R50Input Modality=RGB-based2021.10 | 43.1 | 57.9 | 72.4 | |
| 3D-R50Modality=RGB-based2022.12 | 43.1 | 57.9 | 72.4 | |
| TSMInput Modality=RGB-based2021.10 | 42.9 | 66 | 81 | |
| TSMModality=RGB-based2022.12 | 42.9 | 66 | 81 | |
| ST-GCNInput Modality=Pose-based2021.10 | 42.2 | 62.3 | 79.4 | |
| ST-GCNModality=Skeleton-based2022.12 | 42.2 | 62.3 | 79.4 | |
| DNFInput Modality=RGB-based2021.10 | 33.1 | 51.9 | 71.4 | |
| DNFModality=RGB-based2022.12 | 33.1 | 51.9 | 71.4 |