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Image2StyleGAN Paper? about stylegan-encoder HOT 7 CLOSED

puzer avatar puzer commented on September 28, 2024 4
Image2StyleGAN Paper?

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Comments (7)

nile649 avatar nile649 commented on September 28, 2024 2

Using extra loss function doesn't changes anything regards to idea... unless it is a new loss function introduced to deep learning community. Many authors leave their work open to such improvements...

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UPML avatar UPML commented on September 28, 2024 1

The paper refers to this repo, but in the paper they use better loss function for optimizer. They use weighted sum of losses from different layers of VGG, instead only 9's layer as is in this code.

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olivercoad avatar olivercoad commented on September 28, 2024 1

The paper refers to this repo

The v2 version from September does actually include a reference.

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pbaylies avatar pbaylies commented on September 28, 2024

@olivercoad I read that paper too; the loss function they end up with is a bit more complex, as they use both the L2 loss and several layers of VGG16; but one of their experiments (using a single layer of VGG16) is essentially the same as the solution in this repo, as far as I can tell. Also, they use Adam for the optimizer, and share the parameters they used for it.

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aarlo avatar aarlo commented on September 28, 2024

@Puzer Any thoughts on this? The results in the paper are really impressive.

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rom1504 avatar rom1504 commented on September 28, 2024

is there code for image2stylegan paper ?

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rom1504 avatar rom1504 commented on September 28, 2024

ok indeed based on what the paper says, it's really similar to this repo

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