DeepLab v3+

DeepLab v3+

The First Column The Second Column
segmentation 综述
pycharm keyboard 按住ctrl + 上下键
移动整个屏幕
两种定义类的方法
修改版
Fig 1. SPP、
Encoder-Decoder
和 Encoder-Decoder
with Atrous Conv(DeepLabV3+ )
网络结构对比.
深度可分离卷积
结构(depthwise separable
convolution) 和
group convolution
能够有效降低计算量
与参数量，同时
保持模型表现.
DeepLabV3 中的
对 feature map 采用因子为
16 的双线性插值
(bilinearly upsampled)处理，
可以看做是 naive
的解码模块，但不足
以重构物体分割细节
.DeepLabV3+ 提出
的解码模块，如图
astrous convolution
SPP(Spatial Pyramid Pooling)
ASPP (astrous Spatial Pyramid Pooling)
Feature Map
channels =1 ，
filter 就是kenel
channels>1
filter就是指一堆kenels
channels表示卷积核的数量
一般为2的指数方
右图表示
channels = 16
表示这一层有16个卷积核
卷积核的权值共享
左边为全连接
右边为局部连接
对于一个1000 * 1000 的
输入图像而言，
如果下一个隐藏层
的神经元数目为10^6个
采用全连接则有1000 * 1000 * 10^6 =
10^12个权值参数
采用局部连接
，隐藏层的每个神经元
仅与图像中10 * 10的局部图像相连接
那么此时的权值参数数量
为10 * 10 * 106=108
权值共享
convolution
权值共享
在局部连接中隐藏层
的每一个神经元连接的是
一个10 * 10的局部图像
因此有10 * 10 个权值参数
将这10 * 10个权值参数共享
给剩下的神经元,
也就是说隐藏层中10^6个
神经元的的权值参数相同
那么不管隐藏层神经元的数目
需要训练的参数就是
10 * 10个权值参数(也就是卷积核)
超参数 (Hyper-parameters)
BN 算法 batch Normalization
Dropout VS Batch Normalization
output_stride 从原始 W * H 到最终的feature map
分辨率降了多少倍
Sigmoid
tanh
ReLU
Leakly ReLU
对应的输出
向量范数 矩阵范数
PAPER：Batch Normalization

网络结构顺序

BatchNorm
xception_65/entry_flow/conv1/BatchNorm/
xception_65/entry_flow/conv1/
conv1
xception_65/entry_flow/conv1/
xception_65/entry_flow/
BatchNorm
xception_65/entry_flow/conv2/BatchNorm/
xception_65/entry_flow/conv2/
conv2
xception_65/entry_flow/conv2/
xception_65/entry_flow/
BatchNorm
xception_65/entry_flow/block1/separable_conv1/depthwise/BatchNorm/
xception_65/entry_flow/block1/separable_conv1/depthwise/
depthwise
xception_65/entry_flow/block1/separable_conv1/depthwise/
xception_65/entry_flow/block1/separable_conv1/
BatchNorm
xception_65/entry_flow/block1/separable_conv1/pointwise/BatchNorm/
xception_65/entry_flow/block1/separable_conv1/pointwise/
pointwise
xception_65/entry_flow/block1/separable_conv1/pointwise/
xception_65/entry_flow/block1/separable_conv1/
separable_conv1
xception_65/entry_flow/block1/separable_conv1/
xception_65/entry_flow/block1/
BatchNorm
xception_65/entry_flow/block1/separable_conv2/depthwise/BatchNorm/
xception_65/entry_flow/block1/separable_conv2/depthwise/
depthwise
xception_65/entry_flow/block1/separable_conv2/depthwise/
xception_65/entry_flow/block1/separable_conv2/
BatchNorm
xception_65/entry_flow/block1/separable_conv2/pointwise/BatchNorm/
xception_65/entry_flow/block1/separable_conv2/pointwise/
pointwise
xception_65/entry_flow/block1/separable_conv2/pointwise/
xception_65/entry_flow/block1/separable_conv2/
separable_conv2
xception_65/entry_flow/block1/separable_conv2/
xception_65/entry_flow/block1/
BatchNorm
xception_65/entry_flow/block1/separable_conv3/depthwise/BatchNorm/
xception_65/entry_flow/block1/separable_conv3/depthwise/
depthwise
xception_65/entry_flow/block1/separable_conv3/depthwise/
xception_65/entry_flow/block1/separable_conv3/
BatchNorm
xception_65/entry_flow/block1/separable_conv3/pointwise/BatchNorm/
xception_65/entry_flow/block1/separable_conv3/pointwise/
pointwise
xception_65/entry_flow/block1/separable_conv3/pointwise/
xception_65/entry_flow/block1/separable_conv3/
separable_conv3
xception_65/entry_flow/block1/separable_conv3/
xception_65/entry_flow/block1/
BatchNorm
xception_65/entry_flow/block1/shortcut/BatchNorm/
xception_65/entry_flow/block1/shortcut/
shortcut
xception_65/entry_flow/block1/shortcut/
xception_65/entry_flow/block1/
block1
xception_65/entry_flow/block1/
xception_65/entry_flow/
BatchNorm
xception_65/entry_flow/block2/separable_conv1/depthwise/BatchNorm/
xception_65/entry_flow/block2/separable_conv1/depthwise/
depthwise
xception_65/entry_flow/block2/separable_conv1/depthwise/
xception_65/entry_flow/block2/separable_conv1/
BatchNorm
xception_65/entry_flow/block2/separable_conv1/pointwise/BatchNorm/
xception_65/entry_flow/block2/separable_conv1/pointwise/
pointwise
xception_65/entry_flow/block2/separable_conv1/pointwise/
xception_65/entry_flow/block2/separable_conv1/
separable_conv1
xception_65/entry_flow/block2/separable_conv1/
xception_65/entry_flow/block2/
BatchNorm
xception_65/entry_flow/block2/separable_conv2/depthwise/BatchNorm/
xception_65/entry_flow/block2/separable_conv2/depthwise/
depthwise
xception_65/entry_flow/block2/separable_conv2/depthwise/
xception_65/entry_flow/block2/separable_conv2/
BatchNorm
xception_65/entry_flow/block2/separable_conv2/pointwise/BatchNorm/
xception_65/entry_flow/block2/separable_conv2/pointwise/
pointwise
xception_65/entry_flow/block2/separable_conv2/pointwise/
xception_65/entry_flow/block2/separable_conv2/
separable_conv2
xception_65/entry_flow/block2/separable_conv2/
xception_65/entry_flow/block2/
BatchNorm
xception_65/entry_flow/block2/separable_conv3/depthwise/BatchNorm/
xception_65/entry_flow/block2/separable_conv3/depthwise/
depthwise
xception_65/entry_flow/block2/separable_conv3/depthwise/
xception_65/entry_flow/block2/separable_conv3/
BatchNorm
xception_65/entry_flow/block2/separable_conv3/pointwise/BatchNorm/
xception_65/entry_flow/block2/separable_conv3/pointwise/
pointwise
xception_65/entry_flow/block2/separable_conv3/pointwise/
xception_65/entry_flow/block2/separable_conv3/
separable_conv3
xception_65/entry_flow/block2/separable_conv3/
xception_65/entry_flow/block2/
BatchNorm
xception_65/entry_flow/block2/shortcut/BatchNorm/
xception_65/entry_flow/block2/shortcut/
shortcut
xception_65/entry_flow/block2/shortcut/
xception_65/entry_flow/block2/
block2
xception_65/entry_flow/block2/
xception_65/entry_flow/
BatchNorm
xception_65/entry_flow/block3/separable_conv1/depthwise/BatchNorm/
xception_65/entry_flow/block3/separable_conv1/depthwise/
depthwise
xception_65/entry_flow/block3/separable_conv1/depthwise/
xception_65/entry_flow/block3/separable_conv1/
BatchNorm
xception_65/entry_flow/block3/separable_conv1/pointwise/BatchNorm/
xception_65/entry_flow/block3/separable_conv1/pointwise/
pointwise
xception_65/entry_flow/block3/separable_conv1/pointwise/
xception_65/entry_flow/block3/separable_conv1/
separable_conv1
xception_65/entry_flow/block3/separable_conv1/
xception_65/entry_flow/block3/
BatchNorm
xception_65/entry_flow/block3/separable_conv2/depthwise/BatchNorm/
xception_65/entry_flow/block3/separable_conv2/depthwise/
depthwise
xception_65/entry_flow/block3/separable_conv2/depthwise/
xception_65/entry_flow/block3/separable_conv2/
BatchNorm
xception_65/entry_flow/block3/separable_conv2/pointwise/BatchNorm/
xception_65/entry_flow/block3/separable_conv2/pointwise/
pointwise
xception_65/entry_flow/block3/separable_conv2/pointwise/
xception_65/entry_flow/block3/separable_conv2/
separable_conv2
xception_65/entry_flow/block3/separable_conv2/
xception_65/entry_flow/block3/
BatchNorm
xception_65/entry_flow/block3/separable_conv3/depthwise/BatchNorm/
xception_65/entry_flow/block3/separable_conv3/depthwise/
depthwise
xception_65/entry_flow/block3/separable_conv3/depthwise/
xception_65/entry_flow/block3/separable_conv3/
BatchNorm
xception_65/entry_flow/block3/separable_conv3/pointwise/BatchNorm/
xception_65/entry_flow/block3/separable_conv3/pointwise/
pointwise
xception_65/entry_flow/block3/separable_conv3/pointwise/
xception_65/entry_flow/block3/separable_conv3/
separable_conv3
xception_65/entry_flow/block3/separable_conv3/
xception_65/entry_flow/block3/
BatchNorm
xception_65/entry_flow/block3/shortcut/BatchNorm/
xception_65/entry_flow/block3/shortcut/
shortcut
xception_65/entry_flow/block3/shortcut/
xception_65/entry_flow/block3/
block3
xception_65/entry_flow/block3/
xception_65/entry_flow/
entry_flow
xception_65/entry_flow/
xception_65/
BatchNorm
xception_65/middle_flow/block1/separable_conv1/depthwise/BatchNorm/
xception_65/middle_flow/block1/separable_conv1/depthwise/
depthwise
xception_65/middle_flow/block1/separable_conv1/depthwise/
xception_65/middle_flow/block1/separable_conv1/
BatchNorm
xception_65/middle_flow/block1/separable_conv1/pointwise/BatchNorm/
xception_65/middle_flow/block1/separable_conv1/pointwise/
pointwise
xception_65/middle_flow/block1/separable_conv1/pointwise/
xception_65/middle_flow/block1/separable_conv1/
separable_conv1
xception_65/middle_flow/block1/separable_conv1/
xception_65/middle_flow/block1/
BatchNorm
xception_65/middle_flow/block1/separable_conv2/depthwise/BatchNorm/
xception_65/middle_flow/block1/separable_conv2/depthwise/
depthwise
xception_65/middle_flow/block1/separable_conv2/depthwise/
xception_65/middle_flow/block1/separable_conv2/
BatchNorm
xception_65/middle_flow/block1/separable_conv2/pointwise/BatchNorm/
xception_65/middle_flow/block1/separable_conv2/pointwise/
pointwise
xception_65/middle_flow/block1/separable_conv2/pointwise/
xception_65/middle_flow/block1/separable_conv2/
separable_conv2
xception_65/middle_flow/block1/separable_conv2/
xception_65/middle_flow/block1/
BatchNorm
xception_65/middle_flow/block1/separable_conv3/depthwise/BatchNorm/
xception_65/middle_flow/block1/separable_conv3/depthwise/
depthwise
xception_65/middle_flow/block1/separable_conv3/depthwise/
xception_65/middle_flow/block1/separable_conv3/
BatchNorm
xception_65/middle_flow/block1/separable_conv3/pointwise/BatchNorm/
xception_65/middle_flow/block1/separable_conv3/pointwise/
pointwise
xception_65/middle_flow/block1/separable_conv3/pointwise/
xception_65/middle_flow/block1/separable_conv3/
separable_conv3
xception_65/middle_flow/block1/separable_conv3/
xception_65/middle_flow/block1/
block1
xception_65/middle_flow/block1/
xception_65/middle_flow/
BatchNorm
xception_65/middle_flow/block2/separable_conv1/depthwise/BatchNorm/
xception_65/middle_flow/block2/separable_conv1/depthwise/
depthwise
xception_65/middle_flow/block2/separable_conv1/depthwise/
xception_65/middle_flow/block2/separable_conv1/
BatchNorm
xception_65/middle_flow/block2/separable_conv1/pointwise/BatchNorm/
xception_65/middle_flow/block2/separable_conv1/pointwise/
pointwise
xception_65/middle_flow/block2/separable_conv1/pointwise/
xception_65/middle_flow/block2/separable_conv1/
separable_conv1
xception_65/middle_flow/block2/separable_conv1/
xception_65/middle_flow/block2/
BatchNorm
xception_65/middle_flow/block2/separable_conv2/depthwise/BatchNorm/
xception_65/middle_flow/block2/separable_conv2/depthwise/
depthwise
xception_65/middle_flow/block2/separable_conv2/depthwise/
xception_65/middle_flow/block2/separable_conv2/
BatchNorm
xception_65/middle_flow/block2/separable_conv2/pointwise/BatchNorm/
xception_65/middle_flow/block2/separable_conv2/pointwise/
pointwise
xception_65/middle_flow/block2/separable_conv2/pointwise/
xception_65/middle_flow/block2/separable_conv2/
separable_conv2
xception_65/middle_flow/block2/separable_conv2/
xception_65/middle_flow/block2/
BatchNorm
xception_65/middle_flow/block2/separable_conv3/depthwise/BatchNorm/
xception_65/middle_flow/block2/separable_conv3/depthwise/
depthwise
xception_65/middle_flow/block2/separable_conv3/depthwise/
xception_65/middle_flow/block2/separable_conv3/
BatchNorm
xception_65/middle_flow/block2/separable_conv3/pointwise/BatchNorm/
xception_65/middle_flow/block2/separable_conv3/pointwise/
pointwise
xception_65/middle_flow/block2/separable_conv3/pointwise/
xception_65/middle_flow/block2/separable_conv3/
separable_conv3
xception_65/middle_flow/block2/separable_conv3/
xception_65/middle_flow/block2/
block2
xception_65/middle_flow/block2/
xception_65/middle_flow/
BatchNorm
xception_65/middle_flow/block3/separable_conv1/depthwise/BatchNorm/
xception_65/middle_flow/block3/separable_conv1/depthwise/
depthwise
xception_65/middle_flow/block3/separable_conv1/depthwise/
xception_65/middle_flow/block3/separable_conv1/
BatchNorm
xception_65/middle_flow/block3/separable_conv1/pointwise/BatchNorm/
xception_65/middle_flow/block3/separable_conv1/pointwise/
pointwise
xception_65/middle_flow/block3/separable_conv1/pointwise/
xception_65/middle_flow/block3/separable_conv1/
separable_conv1
xception_65/middle_flow/block3/separable_conv1/
xception_65/middle_flow/block3/
BatchNorm
xception_65/middle_flow/block3/separable_conv2/depthwise/BatchNorm/
xception_65/middle_flow/block3/separable_conv2/depthwise/
depthwise
xception_65/middle_flow/block3/separable_conv2/depthwise/
xception_65/middle_flow/block3/separable_conv2/
BatchNorm
xception_65/middle_flow/block3/separable_conv2/pointwise/BatchNorm/
xception_65/middle_flow/block3/separable_conv2/pointwise/
pointwise
xception_65/middle_flow/block3/separable_conv2/pointwise/
xception_65/middle_flow/block3/separable_conv2/
separable_conv2
xception_65/middle_flow/block3/separable_conv2/
xception_65/middle_flow/block3/
BatchNorm
xception_65/middle_flow/block3/separable_conv3/depthwise/BatchNorm/
xception_65/middle_flow/block3/separable_conv3/depthwise/
depthwise
xception_65/middle_flow/block3/separable_conv3/depthwise/
xception_65/middle_flow/block3/separable_conv3/
BatchNorm
xception_65/middle_flow/block3/separable_conv3/pointwise/BatchNorm/
xception_65/middle_flow/block3/separable_conv3/pointwise/
pointwise
xception_65/middle_flow/block3/separable_conv3/pointwise/
xception_65/middle_flow/block3/separable_conv3/
separable_conv3
xception_65/middle_flow/block3/separable_conv3/
xception_65/middle_flow/block3/
block3
xception_65/middle_flow/block3/
xception_65/middle_flow/
BatchNorm
xception_65/middle_flow/block4/separable_conv1/depthwise/BatchNorm/
xception_65/middle_flow/block4/separable_conv1/depthwise/
depthwise
xception_65/middle_flow/block4/separable_conv1/depthwise/
xception_65/middle_flow/block4/separable_conv1/
BatchNorm
xception_65/middle_flow/block4/separable_conv1/pointwise/BatchNorm/
xception_65/middle_flow/block4/separable_conv1/pointwise/
pointwise
xception_65/middle_flow/block4/separable_conv1/pointwise/
xception_65/middle_flow/block4/separable_conv1/
separable_conv1
xception_65/middle_flow/block4/separable_conv1/
xception_65/middle_flow/block4/
BatchNorm
xception_65/middle_flow/block4/separable_conv2/depthwise/BatchNorm/
xception_65/middle_flow/block4/separable_conv2/depthwise/
depthwise
xception_65/middle_flow/block4/separable_conv2/depthwise/
xception_65/middle_flow/block4/separable_conv2/
BatchNorm
xception_65/middle_flow/block4/separable_conv2/pointwise/BatchNorm/
xception_65/middle_flow/block4/separable_conv2/pointwise/
pointwise
xception_65/middle_flow/block4/separable_conv2/pointwise/
xception_65/middle_flow/block4/separable_conv2/
separable_conv2
xception_65/middle_flow/block4/separable_conv2/
xception_65/middle_flow/block4/
BatchNorm
xception_65/middle_flow/block4/separable_conv3/depthwise/BatchNorm/
xception_65/middle_flow/block4/separable_conv3/depthwise/
depthwise
xception_65/middle_flow/block4/separable_conv3/depthwise/
xception_65/middle_flow/block4/separable_conv3/
BatchNorm
xception_65/middle_flow/block4/separable_conv3/pointwise/BatchNorm/
xception_65/middle_flow/block4/separable_conv3/pointwise/
pointwise
xception_65/middle_flow/block4/separable_conv3/pointwise/
xception_65/middle_flow/block4/separable_conv3/
separable_conv3
xception_65/middle_flow/block4/separable_conv3/
xception_65/middle_flow/block4/
block4
xception_65/middle_flow/block4/
xception_65/middle_flow/
BatchNorm
xception_65/middle_flow/block5/separable_conv1/depthwise/BatchNorm/
xception_65/middle_flow/block5/separable_conv1/depthwise/
depthwise
xception_65/middle_flow/block5/separable_conv1/depthwise/
xception_65/middle_flow/block5/separable_conv1/
BatchNorm
xception_65/middle_flow/block5/separable_conv1/pointwise/BatchNorm/
xception_65/middle_flow/block5/separable_conv1/pointwise/
pointwise
xception_65/middle_flow/block5/separable_conv1/pointwise/
xception_65/middle_flow/block5/separable_conv1/
separable_conv1
xception_65/middle_flow/block5/separable_conv1/
xception_65/middle_flow/block5/
BatchNorm
xception_65/middle_flow/block5/separable_conv2/depthwise/BatchNorm/
xception_65/middle_flow/block5/separable_conv2/depthwise/
depthwise
xception_65/middle_flow/block5/separable_conv2/depthwise/
xception_65/middle_flow/block5/separable_conv2/
BatchNorm
xception_65/middle_flow/block5/separable_conv2/pointwise/BatchNorm/
xception_65/middle_flow/block5/separable_conv2/pointwise/
pointwise
xception_65/middle_flow/block5/separable_conv2/pointwise/
xception_65/middle_flow/block5/separable_conv2/
separable_conv2
xception_65/middle_flow/block5/separable_conv2/
xception_65/middle_flow/block5/
BatchNorm
xception_65/middle_flow/block5/separable_conv3/depthwise/BatchNorm/
xception_65/middle_flow/block5/separable_conv3/depthwise/
depthwise
xception_65/middle_flow/block5/separable_conv3/depthwise/
xception_65/middle_flow/block5/separable_conv3/
BatchNorm
xception_65/middle_flow/block5/separable_conv3/pointwise/BatchNorm/
xception_65/middle_flow/block5/separable_conv3/pointwise/
pointwise
xception_65/middle_flow/block5/separable_conv3/pointwise/
xception_65/middle_flow/block5/separable_conv3/
separable_conv3
xception_65/middle_flow/block5/separable_conv3/
xception_65/middle_flow/block5/
block5
xception_65/middle_flow/block5/
xception_65/middle_flow/
BatchNorm
xception_65/middle_flow/block6/separable_conv1/depthwise/BatchNorm/
xception_65/middle_flow/block6/separable_conv1/depthwise/
depthwise
xception_65/middle_flow/block6/separable_conv1/depthwise/
xception_65/middle_flow/block6/separable_conv1/
BatchNorm
xception_65/middle_flow/block6/separable_conv1/pointwise/BatchNorm/
xception_65/middle_flow/block6/separable_conv1/pointwise/
pointwise
xception_65/middle_flow/block6/separable_conv1/pointwise/
xception_65/middle_flow/block6/separable_conv1/
separable_conv1
xception_65/middle_flow/block6/separable_conv1/
xception_65/middle_flow/block6/
BatchNorm
xception_65/middle_flow/block6/separable_conv2/depthwise/BatchNorm/
xception_65/middle_flow/block6/separable_conv2/depthwise/
depthwise
xception_65/middle_flow/block6/separable_conv2/depthwise/
xception_65/middle_flow/block6/separable_conv2/
BatchNorm
xception_65/middle_flow/block6/separable_conv2/pointwise/BatchNorm/
xception_65/middle_flow/block6/separable_conv2/pointwise/
pointwise
xception_65/middle_flow/block6/separable_conv2/pointwise/
xception_65/middle_flow/block6/separable_conv2/
separable_conv2
xception_65/middle_flow/block6/separable_conv2/
xception_65/middle_flow/block6/
BatchNorm
xception_65/middle_flow/block6/separable_conv3/depthwise/BatchNorm/
xception_65/middle_flow/block6/separable_conv3/depthwise/
depthwise
xception_65/middle_flow/block6/separable_conv3/depthwise/
xception_65/middle_flow/block6/separable_conv3/
BatchNorm
xception_65/middle_flow/block6/separable_conv3/pointwise/BatchNorm/
xception_65/middle_flow/block6/separable_conv3/pointwise/
pointwise
xception_65/middle_flow/block6/separable_conv3/pointwise/
xception_65/middle_flow/block6/separable_conv3/
separable_conv3
xception_65/middle_flow/block6/separable_conv3/
xception_65/middle_flow/block6/
block6
xception_65/middle_flow/block6/
xception_65/middle_flow/
BatchNorm
xception_65/middle_flow/block7/separable_conv1/depthwise/BatchNorm/
xception_65/middle_flow/block7/separable_conv1/depthwise/
depthwise
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xception_65/middle_flow/block16/separable_conv3/pointwise/
pointwise
xception_65/middle_flow/block16/separable_conv3/pointwise/
xception_65/middle_flow/block16/separable_conv3/
separable_conv3
xception_65/middle_flow/block16/separable_conv3/
xception_65/middle_flow/block16/
block16
xception_65/middle_flow/block16/
xception_65/middle_flow/
middle_flow
xception_65/middle_flow/
xception_65/
BatchNorm
xception_65/exit_flow/block1/separable_conv1/depthwise/BatchNorm/
xception_65/exit_flow/block1/separable_conv1/depthwise/
depthwise
xception_65/exit_flow/block1/separable_conv1/depthwise/
xception_65/exit_flow/block1/separable_conv1/
BatchNorm
xception_65/exit_flow/block1/separable_conv1/pointwise/BatchNorm/
xception_65/exit_flow/block1/separable_conv1/pointwise/
pointwise
xception_65/exit_flow/block1/separable_conv1/pointwise/
xception_65/exit_flow/block1/separable_conv1/
separable_conv1
xception_65/exit_flow/block1/separable_conv1/
xception_65/exit_flow/block1/
BatchNorm
xception_65/exit_flow/block1/separable_conv2/depthwise/BatchNorm/
xception_65/exit_flow/block1/separable_conv2/depthwise/
depthwise
xception_65/exit_flow/block1/separable_conv2/depthwise/
xception_65/exit_flow/block1/separable_conv2/
BatchNorm
xception_65/exit_flow/block1/separable_conv2/pointwise/BatchNorm/
xception_65/exit_flow/block1/separable_conv2/pointwise/
pointwise
xception_65/exit_flow/block1/separable_conv2/pointwise/
xception_65/exit_flow/block1/separable_conv2/
separable_conv2
xception_65/exit_flow/block1/separable_conv2/
xception_65/exit_flow/block1/
BatchNorm
xception_65/exit_flow/block1/separable_conv3/depthwise/BatchNorm/
xception_65/exit_flow/block1/separable_conv3/depthwise/
depthwise
xception_65/exit_flow/block1/separable_conv3/depthwise/
xception_65/exit_flow/block1/separable_conv3/
BatchNorm
xception_65/exit_flow/block1/separable_conv3/pointwise/BatchNorm/
xception_65/exit_flow/block1/separable_conv3/pointwise/
pointwise
xception_65/exit_flow/block1/separable_conv3/pointwise/
xception_65/exit_flow/block1/separable_conv3/
separable_conv3
xception_65/exit_flow/block1/separable_conv3/
xception_65/exit_flow/block1/
BatchNorm
xception_65/exit_flow/block1/shortcut/BatchNorm/
xception_65/exit_flow/block1/shortcut/
shortcut
xception_65/exit_flow/block1/shortcut/
xception_65/exit_flow/block1/
block1
xception_65/exit_flow/block1/
xception_65/exit_flow/
BatchNorm
xception_65/exit_flow/block2/separable_conv1/depthwise/BatchNorm/
xception_65/exit_flow/block2/separable_conv1/depthwise/
depthwise
xception_65/exit_flow/block2/separable_conv1/depthwise/
xception_65/exit_flow/block2/separable_conv1/
BatchNorm
xception_65/exit_flow/block2/separable_conv1/pointwise/BatchNorm/
xception_65/exit_flow/block2/separable_conv1/pointwise/
pointwise
xception_65/exit_flow/block2/separable_conv1/pointwise/
xception_65/exit_flow/block2/separable_conv1/
separable_conv1
xception_65/exit_flow/block2/separable_conv1/
xception_65/exit_flow/block2/
BatchNorm
xception_65/exit_flow/block2/separable_conv2/depthwise/BatchNorm/
xception_65/exit_flow/block2/separable_conv2/depthwise/
depthwise
xception_65/exit_flow/block2/separable_conv2/depthwise/
xception_65/exit_flow/block2/separable_conv2/
BatchNorm
xception_65/exit_flow/block2/separable_conv2/pointwise/BatchNorm/
xception_65/exit_flow/block2/separable_conv2/pointwise/
pointwise
xception_65/exit_flow/block2/separable_conv2/pointwise/
xception_65/exit_flow/block2/separable_conv2/
separable_conv2
xception_65/exit_flow/block2/separable_conv2/
xception_65/exit_flow/block2/
BatchNorm
xception_65/exit_flow/block2/separable_conv3/depthwise/BatchNorm/
xception_65/exit_flow/block2/separable_conv3/depthwise/
depthwise
xception_65/exit_flow/block2/separable_conv3/depthwise/
xception_65/exit_flow/block2/separable_conv3/
BatchNorm
xception_65/exit_flow/block2/separable_conv3/pointwise/BatchNorm/
xception_65/exit_flow/block2/separable_conv3/pointwise/
pointwise
xception_65/exit_flow/block2/separable_conv3/pointwise/
xception_65/exit_flow/block2/separable_conv3/
separable_conv3
xception_65/exit_flow/block2/separable_conv3/
xception_65/exit_flow/block2/
block2
xception_65/exit_flow/block2/
xception_65/exit_flow/
exit_flow
xception_65/exit_flow/
xception_65/
xception_65
xception_65/

BatchNorm
encoder/image_pool/BatchNorm/
encoder/image_pool/
image_pool
encoder/image_pool/
encoder/
BatchNorm
encoder/aspp0/BatchNorm/
encoder/aspp0/
aspp0
encoder/aspp0/
encoder/
BatchNorm
encoder/aspp1/depthwise/BatchNorm/
encoder/aspp1/depthwise/
depthwise
encoder/aspp1/depthwise/
encoder/aspp1/
BatchNorm
encoder/aspp1/pointwise/BatchNorm/
encoder/aspp1/pointwise/
pointwise
encoder/aspp1/pointwise/
encoder/aspp1/
aspp1
encoder/aspp1/
encoder/
BatchNorm
encoder/aspp2/depthwise/BatchNorm/
encoder/aspp2/depthwise/
depthwise
encoder/aspp2/depthwise/
encoder/aspp2/
BatchNorm
encoder/aspp2/pointwise/BatchNorm/
encoder/aspp2/pointwise/
pointwise
encoder/aspp2/pointwise/
encoder/aspp2/
aspp2
encoder/aspp2/
encoder/
BatchNorm
encoder/aspp3/depthwise/BatchNorm/
encoder/aspp3/depthwise/
depthwise
encoder/aspp3/depthwise/
encoder/aspp3/
BatchNorm
encoder/aspp3/pointwise/BatchNorm/
encoder/aspp3/pointwise/
pointwise
encoder/aspp3/pointwise/
encoder/aspp3/
aspp3
encoder/aspp3/
encoder/
BatchNorm
encoder/concat/BatchNorm/
encoder/concat/
concat
encoder/concat/
encoder/
encoder
encoder/

BatchNorm
decoder/concat/BatchNorm/
decoder/concat/
concat
decoder/concat/
decoder/
BatchNorm
decoder/separable_conv1/depthwise/BatchNorm/
decoder/separable_conv1/depthwise/
depthwise
decoder/separable_conv1/depthwise/
decoder/separable_conv1/
BatchNorm
decoder/separable_conv1/pointwise/BatchNorm/
decoder/separable_conv1/pointwise/
pointwise
decoder/separable_conv1/pointwise/
decoder/separable_conv1/
separable_conv1
decoder/separable_conv1/
decoder/
BatchNorm
decoder/separable_conv2/depthwise/BatchNorm/
decoder/separable_conv2/depthwise/
depthwise
decoder/separable_conv2/depthwise/
decoder/separable_conv2/
BatchNorm
decoder/separable_conv2/pointwise/BatchNorm/
decoder/separable_conv2/pointwise/
pointwise
decoder/separable_conv2/pointwise/
decoder/separable_conv2/
separable_conv2
decoder/separable_conv2/
decoder/
decoder
decoder/

logit
logit/
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原文地址：https://www.cnblogs.com/hugeng007/p/10328405.html