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Image-Denoising

Image Denoising model based on Deep CNN in Keras.

Abstract

Image denoising has been recently attracting considerable attentions due to its applications in various fields. In our project, we construct a feed-forward denoising Convolutional Neural Network (CNN) to embrace the progress in very deep architecture, learning algorithm and regularization method into image denoising .

Here we incorporate following approaches:

  • CNN
  • Residual Learning
  • Batch Normalization

Results

  • PSNR(dB) = 29.33
  • SSIM (%) = 91.5