Giter Site home page Giter Site logo

igdformer-light-up-dark's Introduction

IGDFormer-light-up-dark

Pytorch implemention

Dual attention Transformer based on illumination-guided for low-light image enhancement

Central south university

Model

Overall Architecture

Architecture

Getting Started

Environment

  1. Clone this repo:
git clone https://github.com/YanJieWen/IGDFormer-light-up-dark.git
cd IGDFormer-light-up-dark-master/

Data Preparation

  1. Download the dataset: [Retinexformer]
  2. Create the new root and put datasets into parired_datasets.

Training

  1. For single GPU train: Run the [train] and you can change the params follow your device.
  2. For multi GPU and single PC: Run accelerate launch --multi_gpu train_engine.py
  3. For more details, please check [HUGGING FACE]

Evaluation and demo

Make sure you have down load pretrained weights from Google, and put them into the save_weights root. Run [validation] or [demo]

Acknowledgement

Thank you for the surprise works that we follow:

  1. BasicSR
  2. Retinexformer
  3. Restormer
  4. Huggingface

igdformer-light-up-dark's People

Contributors

yanjiewen avatar

Watchers

Kostas Georgiou avatar  avatar

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.