-
compared with wgan-gp or wgan-div, your new GAN has an additional I(X,Z) term on generator loss. This term may prevent generator from mode collapse.
As we known, wgan-gp or wgan-div can be trained …
-
I am trying to use this project to impute mising values in meteorological data sets, But I cannot find the sub-function called wgan_aq..
-
So i plotted the loss of the critic during training. It starts off negative and then converges to zero as the generated samples improve. The way i see it, this means the Wasserstein distance between t…
-
I am extending the WGAN-GP to be conditional. I am concatenating a label input to both the discriminator input and noise input for the generator.
However, I am getting stuck in the final part where…
ortix updated
4 years ago
-
I wonder if the tips in https://github.com/soumith/ganhacks work under WGAN-GP as well, namely those in Sec. 10. Specifically I would like to confirm if the following is correct:
* D loss is a large…
-
It seems like just running the WGAN-GP on MNIST dataset (without changing anything in the code) results in black samples produced by the generator after 9 epochs and the samples remain black in the up…
-
[Line 76](https://github.com/tdeboissiere/DeepLearningImplementations/blob/2163918fa2e2815aa0adf907ee56fd0897a75e9c/WGAN-GP/src/model/train_wgan_GP.py#L76) of train_wgan_GP:
X_hat = X_real + epsi…
-
The loss curve of my WGAN does not converge all the time, and I do not know why. Could anyone help me?I have changed the whole model many times, and the best result is that it starts to converge and c…
-
Hello, I've implemented your code on my own dataset. However, the d_loss decreases from 10(which equals to lambda) to a very small negative number(like -10000), the wasserstein distance keeps going to…
-
Hi, I'm trying to run the code of this repository to implement the same experiments of the original DEFENSE-GAN paper, but with the CIFAR-10 dataset. I was wondering if you have managed to verify the …