# Creating an image dataset

To build a new network you need a dataset. Your data should be structured like:

```
  [folder]/[directory]/*.png
```

## Creating a Dataset

Datasets in HyperGAN are meant to be simple to create. Just use a folder of images.

```
 [folder]/*.png
```

For jpg(pass `-f jpg`)

## Downloadable datasets

* Loose images of any kind can be used
* CelebA aligned faces <http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html>
* MS Coco <http://mscoco.org/>
* ImageNet <http://image-net.org/>
* youtube-dl (see [examples/Readme.md](https://hypergan.gitbook.io/hypergan/examples-1/2d))

## Cleaning up data

To convert and resize your data for processing, you can use imagemagick

```
for i in *.jpg; do convert $i  -resize "300x256" -gravity north   -extent 256x256 -format png -crop 256x256+0+0 +repage $i-256x256.png;done
```