Giter VIP home page Giter VIP logo

sr360's Introduction

Super Resolution for Improving Video Quality

A Keras and Tensorflow implementation of super resolution using deep neural networks is proposed. The architecture is shown below.

Network Architecture

Training

  • We divide the video temporal consecutive segments of 1 second duration
  • We downsample the images of each segment and feed both downsampled and original image for training
  • Each video segment has its own model (we called it as a micro-model because it is trained on a little data of 30 images)
  • We overfit the model intentionally as there is no test phase

Prerequisites

  • Python3
  • Tensorflow
  • Keras
  • Jupyter Notebook (optional)

Authors

Pranjal Sahu, Mallesham Dasari

sr360's People

Contributors

malleshamdasari avatar

Stargazers

Tao ZHANG avatar  avatar  avatar  avatar Hosein Shahverdi avatar Frank avatar Hu Binbin avatar  avatar Mohamad Khalil avatar gyc_beauty avatar Xiaoyan Wang avatar  avatar gaofeng avatar Wang Xi avatar  avatar  avatar D_Dan avatar Dalin Zhang avatar  avatar Sarthak Chakraborty avatar nasesm avatar

Watchers

chikiuso avatar James Cloos avatar Pranjal Sahu avatar  avatar  avatar

sr360's Issues

What is the version of keras?

Greetings. I am also interested in your work and trying to reproduce your result. Could you please tell me the version of keras you used in this project?

In need of tile_sizes.txt

Greetings. I am very interested in your work and right now I am trying to reproduce your result.
However, in your superesolution.ipynb there is a file called tile_sizes.txt that I can't find.
Could you please provide this file so that I can run this code and understand more about your idea.

Thank you in advance.

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.