Table 5 Ablation study for ensemble learning.
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 | |
AEP | 59.27±1.81 | 72.40±3.92 | 42.44±2.27 | 62.98±3.57 | 63.81±0.39 | 75.98±0.32 | 51.64±0.71 |
AEP+AWEL (fixed) | 59.41±0.73 | 72.01±0.73 | 42.94±0.73 | 63.26±0.73 | 63.88±0.48 | 75.71±0.28 | 52.06±0.69 |
AEP+AWEL (automated) | 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 |
