CLIP + StyleGAN. Searching in StyleGAN latent space using description embedded with CLIP. @Gradient Dude

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Gradient Dude | United States America (US)

Create: 2021-03-14 Update: 2025-07-09 01:34:05

CLIP + StyleGAN. Searching in StyleGAN latent space using description embedded with CLIP.

Queries: "A pony that looks like Beyonce", "... like Billie Eilish", ".. like Rihanna"

📐 The basic idea
Generate an image with StyleGAN and pass the image to CLIP for the loss against a CLIP text query representation. You then backprop through both networks and optimize a latent space in StyleGAN.

🤬 Drawbacks 1) it only works on text it knows 2) needs some cherry picking, only about 1/5 are really good.

Source twitt.

CLIP + StyleGAN. Searching in StyleGAN latent space using description embedded with CLIP.

Queries: "A pony that looks like Beyonce", "... like Billie Eilish", ".. like Rihanna"

📐 The basic idea
Generate an image with StyleGAN and pass the image to CLIP for the loss against a CLIP text query representation. You then backprop through both networks and optimize a latent space in StyleGAN.

🤬 Drawbacks 1) it only works on text it knows 2) needs some cherry picking, only about 1/5 are really good.

Source twitt.

hottg.com/gradientdude/160

682 viewsMar 14, 2021 at 17:00

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