CalvinGAN

THIS PROJECT REQUIRES CUDA GPU FOR TRAINING

GAN project

./calvin_gan.py <--- main file containing the GAN model to train and for inference <br /> ./merge_image_and_text.ipynb <--- script to merge the GAN images and text file <br /> ./metrics.ipynb <--- Notebook to generate metrics on the dataset <br /> ./pdf_to_png.py <--- script to split pdf file of comics to png images <br /> ./split_page_to_panels.py <--- script to split png images in 4 to get only panels <br />

• The files should be run in the order: pdf_to_png.py split_page_to_panels.py calvin_gan.py merge_image_and_text.ipynb metrics.ipynb

• GPU IS REQUIRED.

• Training takes ~80 hours.

• The training script saves files to a "weights" directory.

Conda environment

foo@bar:~$ conda env create --name calvin -f calvin.yaml
foo@bar:~$ conda activate calvin

To just try inference

• Download weights bellow

foo@bar:~$ python calvin_gan.py generate 10

Preprocessing and training (REQUIRES CUDA GPU)

foo@bar:~$ python pdf_to_png.py
foo@bar:~$ python split_page_to_panels.py
foo@bar:~$ python calvin_gan.py train

For metrics and merging text and images look at the notebooks

foo@bar:~$ jupyter notebook

Download links

Download Comic https://www.pdfdrive.com/calvin-and-hobbes-sunday-pages-1985-1995-e156743420.html

Download Weights (folder "weights"): https://drive.google.com/file/d/1SelVENIDKvm3So1G1iTiAdFfkLZftkiG/view?usp=sharing

Download Real Calvin panels (folder "real"): https://drive.google.com/file/d/1Vq8qqhshJELoLFlvNOcN1ThJIi8DSGkE/view?usp=sharing

Download Fake Calvin panels (folder "image_bank"): https://drive.google.com/file/d/1DmE01n0fsuMIrSBiiDGyDVWswFnaGAID/view?usp=sharing