davidbau/rewriting
Rewriting a Deep Generative Model, ECCV 2020 (oral). Interactive tool to directly edit the rules of a GAN to synthesize scenes with objects added, removed, or altered. Change StyleGANv2 to make extravagant eyebrows, or horses wearing hats.
This project offers an interactive tool to directly edit deep generative models (like StyleGANv2) without retraining them. You provide examples of the changes you want to make, such as adding hats to horses or altering eyebrows, and the tool modifies the underlying model weights. This allows artists, designers, and researchers to create an unlimited number of new images that follow custom rules or gain insight into how AI models learn.
535 stars. No commits in the last 6 months.
Use this if you want to creatively alter the 'rules' of a pre-trained image generation model to produce new kinds of images or understand how the model organizes its visual knowledge.
Not ideal if you need to perform standard image editing on individual photos or fine-tune a model with a new dataset to improve its existing capabilities.
Stars
535
Forks
77
Language
Python
License
MIT
Category
Last pushed
Oct 29, 2023
Commits (30d)
0
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