Towards Co-Creative Generative Adversarial Networks for Fashion Designers

April 19, 2023 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Imke Grabe, Jichen Zhu arXiv ID 2304.09477 Category cs.HC: Human-Computer Interaction Citations 3 Venue arXiv.org Last Checked 4 months ago
Abstract
Originating from the premise that Generative Adversarial Networks (GANs) enrich creative processes rather than diluting them, we describe an ongoing PhD project that proposes to study GANs in a co-creative context. By asking How can GANs be applied in co-creation, and in doing so, how can they contribute to fashion design processes? the project sets out to investigate co-creative GAN applications and further develop them for the specific application area of fashion design. We do so by drawing on the field of mixed-initiative co-creation. Combined with the technical insight into GANs' functioning, we aim to understand how their algorithmic properties translate into interactive interfaces for co-creation and propose new interactions.
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