Table 2 Performance of the STALNet model on Surgical Phases across different encoders.
Phase Name | ConvNeXt | ViT | SWIN V2 | |||
|---|---|---|---|---|---|---|
Accuracy | F1 Score | Accuracy | F1 Score | Accuracy | F1 Score | |
[01] Setup | 0.99 ± 0.09 | 0.97 ± 0.02 | 0.98 ± 0.13 | 0.94 ± 0.05 | 0.99 ± 0.10 | 0.97 ± 0.03 |
[02] Dissection | 0.99 ± 0.10 | 0.99 ± 0.00 | 0.97 ± 0.17 | 0.97 ± 0.00 | 0.99 ± 0.11 | 0.99 ± 0.00 |
[03] Specimen Removal | 1.00 ± 0.03 | 0.97 ± 0.03 | 1.00 ± 0.04 | 0.95 ± 0.05 | 1.00 ± 0.02 | 0.99 ± 0.01 |
[04] Closure | 0.99 ± 0.09 | 0.99 ± 0.00 | 0.98 ± 0.14 | 0.98 ± 0.01 | 0.99 ± 0.08 | 0.99 ± 0.00 |
[05] Scope Removal | 1.00 ± 0.03 | 1.00 ± 0.00 | 1.00 ± 0.05 | 0.99 ± 0.01 | 1.00 ± 0.03 | 1.00 ± 0.00 |
