Face2comics Custom Stylegan2 With Psp Encoder

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  • stylegan-encoder

    StyleGAN Encoder - converts real images to latent space

  • I quad transform face first when aligning (using FFHQ dataset script https://github.com/Puzer/stylegan-encoder/blob/master/ffhq_dataset/face_alignment.pyadapted to MTCNN 5-ish landmarks instead of 68 landmarks from dlib that's used there). Modified alignment functon also returns all transforms made to the face, so I can later use quad transform to realign and paste it back.

  • color_transfer

    Performs color transfer between two images. Loosely based on the "Color Transfer between Images" paper by Reinhard et al., 2001.

  • CNNs for bg are simple:the 1st is a cyclegan resnet https://github.com/junyanz/CycleGANand second is a small style transfer resnet from pytorch examples https://github.com/pytorch/examples/tree/master/fast_neural_styleColor matching is done with this script https://github.com/jrosebr1/color_transfer

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