max-liu-112 / SRGANs-Spectral-Regularization-GANs-

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