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.
翻译:基于“生成对抗网络(GAN)丰富创意过程并非淡化创意”的前提,本文描述了一项正在进行的博士项目,旨在研究GAN在共创背景下的应用。通过探究“GAN如何用于共创,以及如何对时装设计过程做出贡献”,本项目旨在研究共创GAN应用,并为时装设计等特定应用领域进一步开发GAN。我们将充分利用混合倡议共创领域,结合GAN的技术见解,旨在探究其算法特性如何转化为共创的交互界面并提出新的交互方式。