From: Semantic segmentation of human oocyte images using deep neural networks
No. | DNN | wIoU | gAcc | mAcc | mIoU | mBFS | |||
---|---|---|---|---|---|---|---|---|---|
Avg | Min | Max | Std | ||||||
1 | DeepLab-v3-ResNet-18 (15) | 0.897 | 0.93 | 0.79 | 0.97 | 0.03 | 0.74 | 0.62 | 0.80 |
2 | DeepLab-v3-ResNet-50 (7) | 0.891 | 0.93 | 0.74 | 0.97 | 0.03 | 0.75 | 0.63 | 0.79 |
3 | DeepLab-v3-Inception-... (10) | 0.891 | 0.93 | 0.72 | 0.97 | 0.04 | 0.72 | 0.54 | 0.79 |
. | . | . | . | . | . | . | . | . | . |
7 | DeepLab-v3-Xception (8) | 0.883 | 0.92 | 0.74 | 0.97 | 0.04 | 0.73 | 0.56 | 0.77 |
. | . | . | . | . | . | . | . | . | . |
56 | fcnLayers (8) | 0.825 | 0.88 | 0.66 | 0.96 | 0.05 | 0.64 | 0.52 | 0.61 |
57 | SegNetLayers (4) | 0.825 | 0.88 | 0, 65 | 0.96 | 0.06 | 0.49 | 0.36 | 0.66 |
. | . | . | . | . | . | . | . | . | . |
71 | SegNetLayers (7) | 0.749 | 0.82 | 0.58 | 0.95 | 0.08 | 0.32 | 0.22 | 0.50 |