GithubHelp home page GithubHelp logo

image-to-image-distance-function-learning's Introduction

Learning Globally-Consistent Local Distance Functions for Shape-Based Image Retrieval and Classification

https://www2.eecs.berkeley.edu/Research/Projects/CS/vision/shape/papers/FromeSingerShaMalikICCV07.pdf

How to run code:

1. Main script is in main.m
2. Set test and train data path.
3. All the parameter have been set such that whole pipeline of code can run within 20-25 minutes and not for optimal performance.
4. Some parts have used parallel for loops,use matlabpool to 

Dependencies: 1. For calculating SIFT features I have used vl_feat library,add it to path before running main.m 2. For solving the optimization problem I have used matlab quadratic programming function quadprog()

Dataset:

I have used cifar-10 dataset.
link : http://www.cs.toronto.edu/~kriz/cifar.html
Download matlab version and update the path in the main.m file.

image-to-image-distance-function-learning's People

Contributors

parajain avatar pj-parag 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.