DeepLearningDenoise

This repository shows various ways to use deep learning to denoise images, using Cifar10 as dataset and Keras as library.

Noisy Images

I made two kinds of noisy images:

1. images with random black lines
2. images with random colorful lines

Cifar_DeLine_AutoEncoder

Convolutional autoencoder to denoise images.

black lines denoising

colorful lines denoising

Cifar_Denoise_CAE

Another convolutional autoencoder.

black lines denoising

colorful lines denoising

Cifar_Denoise_DNCNN

Denoising convolutional neural network. https://arxiv.org/pdf/1608.03981v1.pdf

black lines denoising

colorful lines denoising

Cifar_Denoise_Win5RB

Wide Inference Network with 5 layers of Resnet including Batchnormalization. https://arxiv.org/pdf/1707.05414.pdf

black lines denoising

colorful lines denoising