matri123 / CBDNet-tensorflow

An unofficial implementation of CBDNet by Tensorflow.

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CBDNet-tensorflow

An unofficial implementation of CBDNet by Tensorflow.

CBDNet in MATLAB

Network Structure

Image of Network

Realistic Noise Model

Given a clean image x, the realistic noise model can be represented as:

Where y is the noisy image, f(.) is the CRF function and the irradiance , M(.) represents the function that convert sRGB image to Bayer image and DM(.) represents the demosaicing function.

If considering denosing on compressed images,

Result

Quick Start

Use followed command to train the model:

python train.py

Use followed command to test the pretrained model:

python test.py

About

An unofficial implementation of CBDNet by Tensorflow.

License:MIT License


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Language:Python 100.0%