Table 3 Ablation study of key components of the proposed method
From: Global–local multi-stage temporal convolutional network for cataract surgery phase recognition
Methods | Accuracy | Precision | Recall | Jaccard |
|---|---|---|---|---|
ResNet50 [33] | 0.905 | 0.899 | 0.900 | 0.811 |
TS-Net w/o IS | 0.919 | 0.917 | 0.908 | 0.844 |
TS-Net w/o PS | 0.916 | 0.904 | 0.909 | 0.833 |
TS-Net | 0.928 | 0.910 | 0.910 | 0.837 |
TS-Net w/\(S_1\) | 0.941 | 0.931 | 0.937 | 0.882 |
TS-Net w/(\(S_1,S_2\)) | 0.958 | 0.951 | 0.953 | 0.907 |