Giter Site home page Giter Site logo

revision's Introduction

ReVision

This repository contains the code used for classification of images in the UIST 2011 paper ReVision: Automated Classification, Analysis and Redesign of Chart Images.

The classification code is implemented in MATLAB and is found in the code/visClass directory. There is an external dependency on the vlfeat library included in code/vlfeat. Disclaimer: this is research code that is definitely in need of clean up and more documentation. However, it should be functional, and hopefully easy enough to understand.

The main entry point is in getTxtAll.m and global settings are in setOpt.m. There you'll find constant initializations and paths to data. Once you run the entry script, it will loop through all input image data, extract a set of centroid patches of predefined sizes ("rfs") and then compute feature vectors for the images. The feature vectors are then saved in Weka ARFF format. We used Weka's SVM implementation (http://www.cs.waikato.ac.nz/ml/weka/) on this data to train our image classification model and run all our classification experiments.

revision's People

Contributors

msavva avatar nkong avatar

Watchers

 avatar

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.