Surgical Skill Assessment on JIGSAWS Suturing (LOSO)
0.898Correlation (rho)CNN-V
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CNN-VModality=Vision, Architecture=CNN2026.01 | 0.898 | 0.431 | |
| CNN-LSTM-VModality=Vision, Architecture=CNN-LSTM2026.01 | 0.861 | 0.516 | |
| DualLSTM-FModality=Fusion, Architecture=DualLSTM2026.01 | 0.857 | 0.522 | |
| Transformer-VModality=Vision, Architecture=Transformer2026.01 | 0.821 | 0.592 | |
| DualTransformer-FModality=Fusion, Architecture=DualTransformer2026.01 | 0.808 | 0.606 | |
| LSTM-KModality=Kinematic, Architecture=LSTM2026.01 | 0.642 | 0.887 | |
| ReCAPEvaluation Scheme=LOSO2024.04 | 0.62 | — | |
| FCNEvaluation Scheme=LOSO2024.04 | 0.6 | — | |
| ApenEvaluation Scheme=LOSO2024.04 | 0.59 | — | |
| Transformer-KModality=Kinematic, Architecture=Transformer2026.01 | 0.56 | 0.85 |