Table 2 Comparison between the conventional and proposed methods on human iRPE cell images.
From: Automatic enhancement preprocessing for segmentation of low quality cell images
Methods | IoU (%) | DSC (%) | ||||
|---|---|---|---|---|---|---|
Average | Background | Membrane | Average | Background | Membrane | |
U-Net | 62.86±0.37 | 76.09±0.09 | 49.64±0.69 | 76.38±0.32 | 86.42±0.06 | 66.34±0.61 |
U-Net++ | 62.33±0.68 | 74.97±0.68 | 49.69±0.89 | 76.04±0.54 | 85.69±0.45 | 66.38±0.79 |
Attention U-Net | 63.95±0.45 | 76.07±0.40 | 51.82±0.53 | 77.34±0.35 | 86.41±0.26 | 68.26±0.46 |
U-Net+++ | 62.82±0.34 | 74.96±0.08 | 50.68±0.61 | 76.48±0.29 | 85.69±0.05 | 67.27±0.53 |
SAUNet | 63.81±0.37 | 76.08±0.23 | 51.54±0.56 | 77.22±0.30 | 86.41±0.15 | 68.02±0.48 |
AEP+AWEL | 64.05±0.45 | 75.92±0.33 | 52.19±0.75 | 77.45±0.37 | 86.31±0.22 | 68.58±0.65 |
