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- W4288804559 abstract "Deep generative models make visual content creation more accessible to novice users by automating the synthesis of diverse, realistic content based on a collected dataset. However, the current machine learning approaches miss a key element of the creative process -- the ability to synthesize things that go far beyond the data distribution and everyday experience. To begin to address this issue, we enable a user to warp a given model by editing just a handful of original model outputs with desired geometric changes. Our method applies a low-rank update to a single model layer to reconstruct edited examples. Furthermore, to combat overfitting, we propose a latent space augmentation method based on style-mixing. Our method allows a user to create a model that synthesizes endless objects with defined geometric changes, enabling the creation of a new generative model without the burden of curating a large-scale dataset. We also demonstrate that edited models can be composed to achieve aggregated effects, and we present an interactive interface to enable users to create new models through composition. Empirical measurements on multiple test cases suggest the advantage of our method against recent GAN fine-tuning methods. Finally, we showcase several applications using the edited models, including latent space interpolation and image editing." @default.
- W4288804559 created "2022-07-30" @default.
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- W4288804559 date "2022-07-28" @default.
- W4288804559 modified "2023-09-29" @default.
- W4288804559 title "Rewriting Geometric Rules of a GAN" @default.
- W4288804559 doi "https://doi.org/10.48550/arxiv.2207.14288" @default.
- W4288804559 hasPublicationYear "2022" @default.
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