Spatial Attention U-Net for Retinal Vessel Segmentation(ICPR 2020)

总的来讲，改进比较常规，引入dropblock，并在桥接阶段加入空间注意力。

keras实现model

Dropblock.py

import keras
import keras.backend as Kclass DropBlock1D(keras.layers.Layer):"""See: https://arxiv.org/pdf/1810.12890.pdf"""def __init__(self,block_size,keep_prob,sync_channels=False,data_format=None,**kwargs):"""Initialize the layer.:param block_size: Size for each mask block.:param keep_prob: Probability of keeping the original feature.:param sync_channels: Whether to use the same dropout f

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Spatial Attention U-Net for Retinal Vessel Segmentation(ICPR 2020)

Dropblock.py

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