cs-chan / artgan

ArtGAN + WikiArt: This work presents a series of new approaches to improve GAN for conditional image synthesis and we name the proposed model as “ArtGAN”.

ArtGAN Code Release

Updated on Oct 25, 2022 (Updated the Wikiart Dataset download link)

Updated on May 18, 2018 (Improved ArtGan models are included)

Updated on May 15, 2018 (merge ArtGAN implementation)

Released on December 20, 2016

Description

This consists of the implementations of our:

• WikiArt (Refined) Dataset. Please refer to the WikiArt Dataset folder;

• TIP-19 work with titled Improved ArtGAN for Conditional Synthesis of Natural Image and Artwork. Please refer to the ArtGAN folder; and

• ICIP-16 work with titled Ceci n'est pas une pipe: A Deep Convolutional Network for Fine-art Paintings Classification. Please refer to the ICIP-16 folder.

Figure 1: Example of portrait generated by ArtGAN

Feedback

Suggestions and opinions of this work (both positive and negative) are greatly welcome. Please contact the authors by sending email to wrtan.edu at gmail.com or cs.chan at um.edu.my.

License

The project is open source under BSD-3 license (see the LICENSE file). Codes can be used freely only for academic purpose.

For commercial purpose usage, please contact Dr. Chee Seng Chan at cs.chan at um.edu.my

artgan's Issues

Default AvgPoolingOp only supports NHWC on device type CPU"

But now I get
"Default AvgPoolingOp only supports NHWC on device type CPU" while running CIFARGANAEsample.py

and while trying to train CIFARGANAEtrick I get the following error

is it due to environment used ?
I am using Ubuntu 16.04 LTS
Conda and Virtual Env.
Python 2.7
Latest versions of Neon and Aeon
Tensorflow 1.10
CUDA 9.0
CuDnn 7.3.1
what were the versions of Neon and Aeon for you ?
Thanks in advance.

Originally posted by @sunshinevirgo21 in https://github.com/cs-chan/ArtGAN/issue_comments#issuecomment-430857729

Issue with Neon/Aeon

I am facing issues installing Neon/Aeon. Are there any other alternative data loading techniques? Any help is greatly appreciated. Thanks.

Dataset link is not working.

@cs-chan
http://web.fsktm.um.edu.my/~cschan/source/ICIP2017/wikiart.zip

Dataset download issue

The dataset link does not work.

Link: http://web.fsktm.um.edu.my/~cschan/source/ICIP2017/wikiart.zip

Wikiart Artist pre-trained model link points to CUB instead

The pre-trained model link for the wikiart Artist model is incorrectly pointing to CUB.

I.e., under the "trained models" section:
https://github.com/cs-chan/ArtGAN/tree/master/ArtGAN#trained-models

"Wikiart Artist - available at this https URL" points to wrong pre-trained model (CUB) - the artist one is not in any of the links.

Where can we find the artist pretrained model?

No module named 'layers'? How to train this on my own Dataset?

Also, how to run this ? Any instructions ?

Post_Impressionism/vincent-van-gogh_l-arlesienne-portrait-of-madame-ginoux-1890.jpg is broken

Hi!

It seems that wikiart/Post_Impressionism/vincent-van-gogh_l-arlesienne-portrait-of-madame-ginoux-1890.jpg is broken. Can you verify that your file is also broken?

Maybe it's just my downloaded zip. Do you have the md5 of the zip file?

neon versions??

I want to ask you about neon and aeon version, I have try many times and get some unpredictable error and warnning.Thank you!

Download

Hi I'm trying to download the file with Wget or Aria2. Is there any direct link that I can use to download it?