Table 6 Ablation study for preprocessing methods.
From: Automatic enhancement preprocessing for segmentation of low quality cell images
Methods | Mouse liver cell image dataset | iRPE cell image dataset | |||||
|---|---|---|---|---|---|---|---|
Average | Cytoplasm | Membrane | Nucleus | Average | Background | Membrane | |
Output | 57.97±2.10 | 72.85±3.80 | 40.63±2.81 | 62.44±4.30 | 62.81±0.35 | 75.85±0.44 | 50.76±0.27 |
Output with Softmax | 55.23±2.68 | 72.53±3.24 | 35.85±4.11 | 57.32±5.72 | 62.50±0.32 | 74.87±0.20 | 50.12±0.55 |
Output with Argmax | 46.32±6.53 | 66.19±3.10 | 39.00±3.89 | 33.77±17.61 | 63.04±0.55 | 75.86±0.20 | 50.22±1.19 |
AEP | 59.53±1.72 | 71.91±3.91 | 43.27±2.32 | 63.42±3.38 | 64.05±0.45 | 75.92±0.33 | 52.19±0.75 |
