import?tensorflow?as?tf
import?tensorflow.contrib.slim?as?slim

from?utils?import?*

def?conv_layer（input_image?ksize?in_channels?out_channels?stride?scope_name?activation_function=lrelu?reuse=False）:
????with?tf.variable_scope（scope_name）:
????????filter?=?tf.Variable（tf.random_normal（[ksize?ksize?in_channels?out_channels]?stddev=0.03））
????????output?=?tf.nn.conv2d（input_image?filter?strides=[1?stride?stride?1]?padding=‘SAME‘）
????????output?=?slim.batch_norm（output）
????????if?activation_function:
????????????output?=?activation_function（output）
????????return?output?filter

def?residual_layer（input_image?ksize?in_channels?out_channels?stride?scope_name）:
????with?tf.variable_scope（scope_name）:
????????output?filter?=?conv_layer（input_image?ksize?in_channels?out_channels?stride?scope_name+“_conv1“）
????????output?filter?=?conv_layer（output?ksize?out_channels?out_channels?stride?scope_name+“_conv2“）
????????output?=?tf.add（output?tf.identity（input_image））
????????return?output?filter

def?transpose_deconvolution_layer（input_tensor?used_weights?new_shape?stride?scope_name）:
????with?tf.varaible_scope（scope_name）:
????????output?=?tf.nn.conv2d_transpose（input_tensor?used_weights?output_shape=new_shape?strides=[1?stride?stride?1]?padding=‘SAME‘）
????????output?=?tf.nn.relu（output）
????????return?output

def?resize_deconvolution_layer（input_tensor?new_shape?scope_name）:
????with?tf.variable_scope（scope_name）:
????????output?=?tf.image.resize_images（input_tensor?（new_shape[1]?new_shape[2]）?method=1）
????????output?unused_weights?=?conv_layer（output?3?new_shape[3]*2?new_shape[3]?1?scope_name+“_deconv“）
????????return?output

def?deconvolution_layer（input_tensor?new_shape?scope_name）:
????return?resize_deconvolution_layer（input_tensor?new_shape?scope_name）

def?output_between_zero_and_one（output）:
????output?+=1
????return?output/2

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2017-05-02?20:22??ImageDenoisingGAN-master\
?????文件??????974091??2017-05-02?20:22??ImageDenoisingGAN-master\Project?Proposal?with?summary?of?papers?reviewed.pdf
?????文件????????3740??2017-05-02?20:22??ImageDenoisingGAN-master\README.md
?????文件????????1922??2017-05-02?20:22??ImageDenoisingGAN-master\conv_helper.py
?????目錄???????????0??2017-05-02?20:22??ImageDenoisingGAN-master\libs\
?????目錄???????????0??2017-05-02?20:22??ImageDenoisingGAN-master\libs\__pycache__\
?????文件???????21634??2017-05-02?20:22??ImageDenoisingGAN-master\libs\__pycache__\utils.cpython-34.pyc
?????文件???????21604??2017-05-02?20:22??ImageDenoisingGAN-master\libs\__pycache__\utils.cpython-35.pyc
?????文件????????7777??2017-05-02?20:22??ImageDenoisingGAN-master\libs\__pycache__\vgg16.cpython-34.pyc
?????文件????????7748??2017-05-02?20:22??ImageDenoisingGAN-master\libs\__pycache__\vgg16.cpython-35.pyc
?????文件???????21009??2017-05-02?20:22??ImageDenoisingGAN-master\libs\utils.py
?????文件????????9215??2017-05-02?20:22??ImageDenoisingGAN-master\libs\vgg16.py
?????文件?????????614??2017-05-02?20:22??ImageDenoisingGAN-master\main.py
?????文件????????1487??2017-05-02?20:22??ImageDenoisingGAN-master\model.py
?????文件????14686038??2017-05-02?20:22??ImageDenoisingGAN-master\paper.pdf
?????文件?????2063825??2017-05-02?20:22??ImageDenoisingGAN-master\result1.PNG
?????文件?????1382910??2017-05-02?20:22??ImageDenoisingGAN-master\result2.png
?????文件?????1284448??2017-05-02?20:22??ImageDenoisingGAN-master\result3.PNG
?????目錄???????????0??2017-05-02?20:22??ImageDenoisingGAN-master\static\
?????目錄???????????0??2017-05-02?20:22??ImageDenoisingGAN-master\static\css\
?????文件?????????442??2017-05-02?20:22??ImageDenoisingGAN-master\static\css\4-col-portfolio.css
?????文件??????146010??2017-05-02?20:22??ImageDenoisingGAN-master\static\css\bootstrap.css
?????文件??????121200??2017-05-02?20:22??ImageDenoisingGAN-master\static\css\bootstrap.min.css
?????目錄???????????0??2017-05-02?20:22??ImageDenoisingGAN-master\static\fonts\
?????文件???????20127??2017-05-02?20:22??ImageDenoisingGAN-master\static\fonts\glyphicons-halflings-regular.eot
?????文件??????108738??2017-05-02?20:22??ImageDenoisingGAN-master\static\fonts\glyphicons-halflings-regular.svg
?????文件???????45404??2017-05-02?20:22??ImageDenoisingGAN-master\static\fonts\glyphicons-halflings-regular.ttf
?????文件???????23424??2017-05-02?20:22??ImageDenoisingGAN-master\static\fonts\glyphicons-halflings-regular.woff
?????文件???????18028??2017-05-02?20:22??ImageDenoisingGAN-master\static\fonts\glyphicons-halflings-regular.woff2
?????目錄???????????0??2017-05-02?20:22??ImageDenoisingGAN-master\static\js\
?????文件???????69707??2017-05-02?20:22??ImageDenoisingGAN-master\static\js\bootstrap.js
............此處省略9個文件信息