Surgical Skill Assessment on JIGSAWS Suturing (LOUO)
0.843Correlation Coefficient (rho)CNN-LSTM-V
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CNN-LSTM-VModality=Vision, Architecture=CNN-LSTM2026.01 | 0.843 | 0.553 | |
| DualLSTM-FModality=Fusion, Architecture=DualLSTM2026.01 | 0.671 | 0.698 | |
| DualTransformer-FModality=Fusion, Architecture=DualTransformer2026.01 | 0.654 | 0.758 | |
| Transformer-VModality=Vision, Architecture=Transformer2026.01 | 0.635 | 0.825 | |
| LSTM-KModality=Kinematic, Architecture=LSTM2026.01 | 0.612 | 0.881 | |
| CNN-VModality=Vision, Architecture=CNN2026.01 | 0.568 | 0.81 | |
| Transformer-KModality=Kinematic, Architecture=Transformer2026.01 | -0.0133 | 1.004 |