SRGANs-Spectral-Regularization-GANs-

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SRGANs-Spectral-Regularization-GANs-

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# SRGANs : Spectral Regularization for Combating Mode Collapse in GANs
### References
-Kanglin Liu, Wenming Tang, Fei Zhou, Guoping Qiu. *Spectral Regularization for Combating Mode Collapse in GANs*. ICCV2019. [SRGANs]

* The implementation is Based on SNGANs https://github.com/pfnet-research/sngan_projection,

* The setup and example code in this README are for training SRGANs on 4 GPUs.

## Setup

### Install required python libraries:
chainer==3.3.0

tensorflow-gpu==1.2.0

numpy==1.11.1

cython==0.27.2

cupy==2.0.0

scipy==0.19.0

pillow==4.3.0

pyyaml==3.12

h5py==2.7.1

### Download inception model:

`python source/inception/download.py --outfile=datasets/inception_model`

### Train the model

`python train.py`

### Spectral Collapse VS Mode Collapse

SRGANs-Spectral-Regularization-GANs-

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