natural image generation using ConvNets

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Deep Learningeyescream
Overview

The Eyescream Project

Generating Natural Images using Neural Networks.

For our research summary on this work, please read the Arxiv paper: http://arxiv.org/abs/1506.05751

For a high-level blog post with a live demo, please go to this website: http://soumith.ch/eyescream

This repository contains the code to train neural networks and reproduce our results from scratch.

Requirements

Eyescream requires or works with

  • Mac OS X or Linux
  • NVIDIA GPU with compute capability of 3.5 or above.

Installing Dependencies

  • Install Torch
  • Install the nngraph and tds packages:
luarocks install tds
luarocks install nngraph

Training your neural networks

  • If you want to train the CIFAR-10 image generators, read the README in the cifar/ folder
  • If you want to train the LSUN/Imagenet image generators, read the README in the lsun/ folder

Discuss the paper/code at

  • groups.google.com/forum/#!forum/torch7

See the CONTRIBUTING file for how to help out.

License

Eyescream is BSD-licensed. We also provide an additional patent grant.

Owner
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