Table 3.
The performance of the developed network and three classical networks on the testing sub-group of the MESSIDOR dataset and the whole ORIGA and REFUGE datasets using the mean and standard deviation (SD) of DSC, IOU, BAC, MCC, and Se.
Dataset | Method | DSC | IOU | BAC | MCC | Se |
---|---|---|---|---|---|---|
Mean±SD | Mean±SD | Mean±SD | Mean±SD | Mean±SD | ||
MESSIDOR | U-Net | 0.9638±0.0271 | 0.9314±0.0470 | 0.9844±0.0137 | 0.9639±0.0259 | 0.9695±0.0278 |
M-Net | 0.9463±0.0449 | 0.9011±0.0709 | 0.9804±0.0292 | 0.9468±0.0416 | 0.9619±0.0587 | |
Deeplabv3 | 0.9557±0.0286 | 0.9165±0.0497 | 0.9815±0.0182 | 0.9558±0.0275 | 0.9639±0.0367 | |
The proposed | 0.9646±0.0234 | 0.9326±0.0416 | 0.9870±0.0123 | 0.9646±0.0227 | 0.9748±0.0249 | |
Dataset | Method | DSC | IOU | BAC | MCC | Se |
Mean±SD | Mean±SD | Mean±SD | Mean±SD | Mean±SD | ||
ORIGA | U-Net | 0.9374±0.0393 | 0.8845±0.0640 | 0.9953±0.0079 | 0.9386±0.0363 | 0.9925±0.0162 |
M-Net | 0.9271±0.0558 | 0.8680±0.0762 | 0.9906±0.0235 | 0.9286±0.0523 | 0.9833±0.0473 | |
Deeplabv3 | 0.9220±0.1145 | 0.8680±0.1232 | 0.9764±0.0635 | 0.9234±0.1100 | 0.9543±0.1274 | |
The proposed | 0.9392±0.0355 | 0.8873±0.0589 | 0.9938±0.0131 | 0.9401±0.0333 | 0.9895±0.0264 | |
Dataset | Method | DSC | IOU | BAC | MCC | Se |
Mean±SD | Mean±SD | Mean±SD | Mean±SD | Mean±SD | ||
REFUGE | U-Net | 0.9252±0.0516 | 0.8647±0.0812 | 0.9555±0.0291 | 0.9261±0.0494 | 0.9119±0.0585 |
M-Net | 0.8935±0.1052 | 0.8203±0.1375 | 0.9650±0.0449 | 0.8970±0.0982 | 0.9325±0.0905 | |
Deeplabv3 | 0.9300±0.0431 | 0.8719±0.0685 | 0.9621±0.0272 | 0.9308±0.0406 | 0.9251±0.0550 | |
The proposed | 0.9342±0.0458 | 0.8796±0.0729 | 0.9627±0.0246 | 0.9347±0.0434 | 0.9262±0.0495 |