Reproducing LSUN experiments

Download LSUN dataset

cd ../../../scripts/datasets/
python lsun.py -c bedroom

Monitoring -loss D values during training

pip install mxboard
tensorboard --logdir=./logs --host=127.0.0.1 --port=8888

Details about mxboard is in mxboard

With DCGAN:

python train_wgan.py --dataset lsun --dataroot [lsun-train-folder] --cuda

With MLP:

python main.py --mlp_G --ngf 512

Generate fake samples after 400000 epoch

Plot the value -Loss_D

References

"Wasserstein GAN"