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  4. GANs for All: Supporting Fun and Intuitive Exploration of GAN Latent Spaces
 
conference paper

GANs for All: Supporting Fun and Intuitive Exploration of GAN Latent Spaces

Jiang, Wei
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Davis, Richard Lee  
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Kim, Kevin Gonyop  
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Kiela, Douwe
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Ciccone, Marco
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July 20, 2022
Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track
NeurIPS 2021 Competitions and Demonstrations Track

We have developed a new tool that makes it possible for people with zero programming experience to intentionally and meaningfully explore the latent space of a GAN. We combine a number of methods from the literature into a single system that includes multiple functionalities: uploading and locating images in the latent space, image generation with text, visual style mixing, and intentional and intuitive latent space exploration. This tool was developed to provide a means for designers to explore the "design space" of their domains. Our goal was to create a system to support novices in gaining a more complete, expert understanding of their domain's design space by lowering the barrier of entry to using deep generative models in creative practice.

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