Code Monkey home page Code Monkey logo

Comments (1)

happycaoyue avatar happycaoyue commented on July 19, 2024

I am sorry to have only just replied to your message. I found this discolouration problem when I first started working on PseudoISP and the main solution was to resize the patch size for training PseudoISP.

Hi there. Firstly thank you for the very interesting paper! I am very interested in modeling noise profiles with your program. I have trained the model using the default settings, with DND images denoised using a DNCNN network. However, the dataset generated (using DIV2K) does not seem to have noise similar to the original DND images. There seems to be some incorrect colour shifts as well as some checkerboard artefacts.

Did you observe this in your work and have you any advice for me with regards to settings I could change? Does training for longer help? This seems to be a problem in training PseudoISP as my training data appears to be good. I will try to train again. For now below is an example of the images produced.

Checkerboarding

84_clean84_noisy

Colour artefacts 67_clean67_noisy

Strange colour with Bayer/checkerboard artefacts? 42_clean42_noisy

I did try to train DNCNN again using this but it made performance worse. Any suggestions are welcome

I am sorry to have only just replied to your message. I found this Incorrect Colour problem when I first started working on PseudoISP and the main solution was to resize the patch size for training PseudoISP. If you have any further questions, feel free to contact me.

from pseudo-isp.

Related Issues (7)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.