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DnCNN download for Linux

Free download DnCNN Linux app to run online in Ubuntu online, Fedora online or Debian online

This is the Linux app named DnCNN whose latest release can be downloaded as DnCNNsourcecode.tar.gz. It can be run online in the free hosting provider OnWorks for workstations.

Download and run online this app named DnCNN with OnWorks for free.

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DnCNN


商品描述

This repository implements DnCNN (“Deep CNN Denoiser”) from the paper “Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising”. DnCNN is a feedforward convolutional neural network that learns to predict the residual noise (i.e. noise map) from a noisy input image, which is then subtracted to yield a clean image. This formulation allows efficient denoising, supports blind Gaussian noise (i.e. unknown noise levels), and can be extended to related tasks like image super-resolution or JPEG deblocking in some variants. The repository includes training code (using MatConvNet / MATLAB), demo scripts, pretrained models, and evaluation routines.



功能

  • Residual learning (predicting noise rather than clean image)
  • Batch normalization to stabilize training
  • Single model handling multiple noise levels (blind denoising)
  • Demo / test scripts included
  • Pretrained model weights for ease of use
  • Extensions to super-resolution / deblocking tasks


程式语言

MATLAB


分类

计算机视觉库

This is an application that can also be fetched from https://sourceforge.net/projects/dncnn.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.


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