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:

Convolutional autoencoder to denoise images.

Another convolutional autoencoder.

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

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

Name		Name	Last commit message	Last commit date
Latest commit History 20 Commits
imgs		imgs
Cifar_DeLineColor_AutoEncoder.ipynb		Cifar_DeLineColor_AutoEncoder.ipynb
Cifar_DeLine_AutoEncoder.ipynb		Cifar_DeLine_AutoEncoder.ipynb
Cifar_DenoiseColor_CAE.ipynb		Cifar_DenoiseColor_CAE.ipynb
Cifar_DenoiseColor_DNCNN.ipynb		Cifar_DenoiseColor_DNCNN.ipynb
Cifar_DenoiseColor_Win5RB.ipynb		Cifar_DenoiseColor_Win5RB.ipynb
Cifar_Denoise_CAE.ipynb		Cifar_Denoise_CAE.ipynb
Cifar_Denoise_DNCNN.ipynb		Cifar_Denoise_DNCNN.ipynb
Cifar_Denoise_Win5RB.ipynb		Cifar_Denoise_Win5RB.ipynb
README.md		README.md