eyescream
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natural image generation using ConvNets
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.