Giter VIP home page Giter VIP logo

nlrt's Introduction

Nonlocal Low-Rank Tensor (NLRT)

This repository contains the MATLAB code for the paper Hyperspectral Image Reconstruction of SD-CASSI Based on Nonlocal Low-Rank Tensor Prior.

All test data are available at this link on Google Drive.

Figure 1. Reconstruction process of the hyperspectral image for scenario S3 as described in the corresponding paper.

Figure 2. Reconstruction process of the hyperspectral image for scenario S4 as described in the corresponding paper.

Usage

Download the NLRT repository

  1. Requirements are MATLAB(R) with Parallel Computing Toolbox (parfor for multi-CPU acceleration).
  2. Download this repository via git
git clone https://github.com/sdnjyxr/NLRT

Run NLRT on hyperspectral images

  1. Test the NLRT algorithm via
NLRT.m

Structure of directories

directory description
datasets data used for reconstruction
funs functions of main algorithms
results reconstruction results
tools the toolbox used by the main algorithm
utils utility functions

Platform

The testing environment utilizes MATLAB(R) R2023a on Ubuntu 22.10, equipped with an Intel® Xeon® w7-2495X × 48 processor and 256 GB RAM. It is compatible with any system running MATLAB(R) and Parallel Computing Toolbox, including Windows(R), Linux, or Mac OS. GPU is not required for running this code.

nlrt's People

Contributors

sdnjyxr avatar

Stargazers

 avatar Heng Jiang avatar

Forkers

hengjiang95

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.