selfie-Cartoonization-GAN icon indicating copy to clipboard operation
selfie-Cartoonization-GAN copied to clipboard

selfie-Cartoonization-GAN

This is our project which can convert a selfie to a hand-painted cartoon image by GAN. This work is motivated by CartoonGAN. However, CartoonGAN cannot avoid the influence of background if background doesn’t belong to style. We add a segmentation network(Unet) to solve the problem. More information can be seen in the slide.

We build two new datasets

  • a hand-painted cartoon image dataset;

    dataset

  • an identification photo dataset.

The following are sources of training image

  • Baidu image

  • Google image

  • Taobao comments

The following are dataset information.

Selfie Numbers
celebA 350
identification photo 340
Style Numers
Hand-painted 311

The following are our results.

photo

celebA

You may see that the background of the 1st row is red. To make it more interesting, I changed the background of the 1st row to red color by photoshop. However, others are indeed directly generated by our model.