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williamyang1991 avatar williamyang1991 commented on August 15, 2024

Progressive Fine-Tuning Stage 1 & 2 transfers the color and some structure style of realistic face images.
The extrinsic style here is the style of realistic face images.
Please refer to our paper for the details.

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Schatzmin avatar Schatzmin commented on August 15, 2024

image
But why the results of Stage 1 & 2 are seemed as the color and structural transferred styles of the example seen in the lower-left corner? I'm a little confused...

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williamyang1991 avatar williamyang1991 commented on August 15, 2024

Because both the realistic face images and the cartoon images use the same psp encoder.
It means psp encoder will map both the realistic face images and the cartoon images into a shared style space, which captures the color and structural styles of the input image.
Even Stage 1 & 2 uses the extrinsic style code of realistic face images for training, during testing we can still use the extrinsic style code of cartoon images.

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Schatzmin avatar Schatzmin commented on August 15, 2024

Does this mean:

  1. psp encoder wasn't trained on cartoon images?
  2. Stage 1 & 2 don't show the style of cartoon style during training?

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williamyang1991 avatar williamyang1991 commented on August 15, 2024

psp encoder is pre-trained on FFHQ
Stage 1 & 2 only uses the realistic face image. No cartoon images are used.

This is an example of the training images
QQ截图20220606174113

And this is an exmaple of the testing images
image

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Schatzmin avatar Schatzmin commented on August 15, 2024

I got it! Thanks a lot!!!

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