Table 7. The cost of computation resource and the segmentation accuracy on the REFUGE test set of the proposed method based on the ResNet-101 and the modified ResNet-101, respectively. The segmentation accuracy is the average Intersection over Union (IoU) of the optic disc and optic cup.
Backbone | Training time (second/epoch) | Testing time (second/image) | Parameters (M) | FLOPs (G) | IoU (%) |
---|---|---|---|---|---|
ResNet-101 | 69 | 0.4 | 67.69 | 53.22 | 87.76 |
Modified ResNet-101 | 104 | 0.5 | 109.31 | 78.05 | 95.28 |