【医学+深度论文：F21】2017 CVPR Optic Disc and Cup Segmentation Methods for Glaucoma Detection
21
2017 CVPR
Optic Disc and Cup Segmentation Methods for Glaucoma Detection with Modification of U-Net Convolutional Neural Network
Method ： 分割
Dataset ： DRIONS-DB, RIM-ONE v.3, DRISHTI-GS
Architecture : Unet
Results ：DRISHTI-GS IOU 0.75 Dice 0.85
RIM-ONE v.3 IOU 0.69 Dice 0.82
CDR ≥ 0.65 Glaucoma
莫斯科
Method
Preprocessing
- CLAHE
Limited Adaptive Histogram Equalization - data augmentation
随机旋转 ，缩放，移位 ，翻转
改进 Unet
- 减少 filters
- OD 直接分割
- OC 先crop OD 再分割
Discussion
改进 Unet 方法 简单，快速，效果好
还有提升空间
我感觉 改进很小，效果也一般
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