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improved-bagan-gp's Issues

model save problem

Hi, dear authors.
After training the improved bagan, I tried to save the generator and discriminator models with codes below:

from tensorflow.keras.models import load_model
bagan_gp.generator.save('bagan_generator.h5')
bagan_gp.discriminator.save('bagan_discriminator.h5')

However, I got the warning as below:
WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. model.compile_metrics will be empty until you train or evaluate the model.

I wonder how to correctly save the generator and discriminator models of the improved balance adversarial network.
Thank you in advance.

reference generate images

Hi, thank you for your code; that is very useful for me.
How can I generate images per class using the generator model? I want to use that image generated from GAN to add my data training to improve the classification accuracy. I appreciate your response and if you have some references. Thanks

细胞数据集

您好,能提供一下细胞数据集吗?我着急使用,但是无法联系上另外一个作者。 哭~~~

training loop question...epochs =2?

Hello,

I have a question regarding the training loop used (improved_bagan_gp.py, line 532).
I understand why a training loop would be used with train_on_batch to loop over the training steps and epochs, in some cases it is also used with model.fit. However I'm struggling to understand...why use a training for loop over model.fit with epochs=2 instead of epochs =1?

Thanks in advance

detailed reference

I want to cite your article, May I ask what is the detailed reference?

Reference

你好!我们利用你的方法发表了一篇论文,但在论文接受的时候引用的还是arxiv上的文献。非常感谢你的工作!请问会不会对你造成影响?

Unable to get cells dataset

From the error message it appears the account is not in good standing. Is this dataset available somewhere else?

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