BigBiGAN-PyTorch

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Unofficail pytorch implementation of BigBiGAN

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# BigBiGAN-PyTorch

An unofficial small scale implementation of [BigBiGAN](https://arxiv.org/abs/1907.02544)

## Architecture
![BigBiGAN](https://github.com/RKorzeniowski/BigBiGAN-PyTorch/blob/main/imgs/bigbigan_arch.png)

## Requirements
```
Python 3.6.9
PyTorch 1.6.0
Numpy 1.18.5
```

## Implementation

### Generator & Discriminator
![BigGAN](https://github.com/RKorzeniowski/BigBiGAN-PyTorch/blob/main/imgs/biggan_arch.jpg)

Both generator and discriminator follow architecture presented in the [BigGAN](https://arxiv.org/abs/1809.11096) paper

### Encoder

The encoder is implemented as [RevNet](https://arxiv.org/abs/1901.09005) with few fully connected layers on top.

## How to use 
`python train_gan.py --dataset {supported_dataset} --data_path {path/to/dataset/folder}`

## Supported Datasets
- MNIST 32x32
- FMNIST 32x32
- CIFAR10 32x32
- CIFAR100 32x32
- Imagewoof 64x64
- Imagenette 64x64

## Samples

### CIFAR10

![CIFAR10](https://github.com/RKorzeniowski/BigBiGAN-PyTorch/blob/main/imgs/CIFAR10_sample.png)

### Imagewoof

![Imagewoof](https://github.com/RKorzeniowski/BigBiGAN-PyTorch/blob/main/imgs/imagewoof_sample.png)

## Acknowledgments
BigGAN https://github.com/taki0112/BigGAN-Tensorflow

RevNet https://github.com/google/revisiting-self-supervised

Tensorflow implementation of BigBiGAN https://github.com/LEGO999/BigBiGAN-TensorFlow2.0