Code Monkey home page Code Monkey logo

tssv-lfiqa's Introduction

TSSV-LFIQA

This is a demonstration of the Combining Tensor Slice and Singular Value for Blind Light Field Image Quality Assessment(TSSV-LFIQA)described in:

Zhiyong Pan, Mei Yu, Gangyi Jiang, Haiyong Xu, and Yo-Sung Ho, " Combining Tensor Slice and Singular Value for Blind Light Field Image Quality Assessment," IEEE Journal of Selected Topics in Signal Processing, 15(3): 672-687, 2021, DOI: 10.1109/JSTSP.2021.3056959.

% Code provided by Zhiyong Pan 2020.10.23

The code was written in MATLAB 2017a, and tested on Windows 10/7.


An exmaple ( Matlab codes, light field image and mos in Win5-LID[1]) are provided to demonstrate how to use the package.

I. RUNNING CODE

  1. Feature Extration and Quality Prediction

run Demo_TSSV_LFIQA.m

  1. Regression

run Demo_SVR.m

II. Package Composition

  1. Feature

(1)Tensor Slice Spatial Feature (Including First_Grad_Feature.mat;First_Grad_Feature_Color.mat;Other_Entropy_Feature.mat) (2)Singular Value Angular Feature (Including SinValue_inter_Feature.mat;SinValue_intra_Feature.mat)

  1. Functions (Subfunction)

  2. Libraries(Including SVR and tensor_toolbox)

  3. Demo_SVR.m (Regression model)

  4. Demo_TSSV_LFIQA.m (Main Function)

  5. LN_dishes_50.bmp (Light field image in Win5-LID[1]),downloaded in "https://pan.baidu.com/s/1_CNTo2kJxP1UMJxpuk7XRA" password:4xr9

  6. model.mat (Model trained on Win5-LID[1])

  7. win5mos.mat (MOS in Win5-LID[1],sorted by scene)

  8. Readme.txt(Manual)

[1]L. Shi, S. Zhao, W. Zhou, and Z. Chen, "Perceptual evaluation of light field image," in Proc. IEEE Int. Conf. Imag. Process., Athens, Greece, 2018, pp. 41-45.


III. VERSION HISTORY

v1.0 - Initial release

tssv-lfiqa's People

Contributors

zhiyongp avatar

Watchers

 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.