Table 4 Comparison between the conventional and proposed methods on the cell image datasets with pseudo low quality.
From: Automatic enhancement preprocessing for segmentation of low quality cell images
Methods | Noise | Contrast | Blur | ||||||
|---|---|---|---|---|---|---|---|---|---|
Average | Background | Membrane | Average | Background | Membrane | Average | Background | Membrane | |
U-Net | 76.34±0.76 | 88.26±0.34 | 64.42±1.21 | 79.24±0.76 | 89.76±0.43 | 68.71±1.10 | 79.40±0.51 | 89.95±0.29 | 68.85±0.76 |
AEP+AWEL | 78.00±1.02 | 88.79±0.54 | 66.21±1.52 | 80.98±0.72 | 90.23±0.38 | 70.74±1.06 | 81.22±0.72 | 90.38±0.37 | 71.06±1.08 |
