基于深度卷积神经网络图像去噪算法

用DnCNN网络进行图像去噪。网络中主要使用了批量归一化和ReLU

IMG_H = 40
IMG_W = 40
IMG_C = 1
DEPTH = 17
BATCH_SIZE = 32
EPOCHS = 50
SIGMA = 25
EPSILON = 1e-10

 属性            大小     日期    时间   名称
----------- ---------  ---------- -----  ----
     目录           0  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\
     文件        2950  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\DnCNN.py
     目录           0  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\
     文件        9243  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\denoised1.jpg
     文件        6945  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\denoised2.jpg
     文件        9026  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\denoised3.jpg
     文件       11065  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\denoised4.jpg
     文件       11102  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\denoised5.jpg
     文件        9139  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\denoised6.jpg
     文件       10044  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\denoised7.jpg
     文件       39256  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\method.jpg
     文件       20627  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\noised1.jpg
     文件       17248  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\noised2.jpg
     文件       18682  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\noised3.jpg
     文件       20420  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\noised4.jpg
     文件       19110  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\noised5.jpg
     文件       20174  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\noised6.jpg
     文件       21734  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\IMAGES\noised7.jpg
     文件        1067  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\LICENSE
     文件        3367  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\README.md
     目录           0  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\
     文件       38267  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\01.png
     文件       34985  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\02.png
     文件       40181  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\03.png
     文件       42947  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\04.png
     文件       40728  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\05.png
     文件       40985  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\06.png
     文件       39804  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\07.png
     文件      151065  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\08.png
     文件      185727  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\09.png
     文件      177762  2019-03-02 02:14  DnCNN-Denoise-Gaussian-noise-TensorFlow-master\TestingSet\10.png
............此处省略20个文件信息