gh920 / improved-bagan-gp Goto Github PK
View Code? Open in Web Editor NEWGenerate high quality images for each class even with an imbalanced dataset. An improved version of Balancing GAN.
License: MIT License
Generate high quality images for each class even with an imbalanced dataset. An improved version of Balancing GAN.
License: MIT License
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.
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
Thanks for your excellent work. The download link of the cell dataset has failed. Could you provide a new link?
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~~~
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
I want to cite your article, May I ask what is the detailed 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?
From the error message it appears the account is not in good standing. Is this dataset available somewhere else?
Hello,
I would like download this training set but the link sounds like not available.
It's possible to have this train.zip file with another link?
Thank you very much.
Kr,
Xavier
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.