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Using an AI creativity system to explore how aesthetic experiences are processed along the brain's perceptual neural pathways

机译:使用AI创新系统探索如何沿着大脑的知觉神经通路处理美学体验

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With the increased sophistication of AI techniques, the application of these systems has been expanding to ever newer fields. Increasingly, these systems are being used in modeling of human aesthetics and creativity, e.g. how humans create artworks and design products. Our lab has developed one such AI creativity deep learning system that can be used to create artworks in the form of images and videos. In this paper, we describe this system and its use in studying the human visual system and the formation of aesthetic experiences. Specifically, we show how time-based AI created media can be used to explore the nature of the dual-pathway neuro-architecture of the human visual system and how this relates to higher cognitive judgments such as aesthetic experiences that rely on these divergent information streams. We propose a theoretical framework for how the movement within percepts such as video clips, causes the engagement of reflexive attention and a subsequent focus on visual information that are primarily processed via the dorsal stream, thereby modulating aesthetic experiences that rely on information relayed via the ventral stream. We outline our recent study in support of our proposed framework, which serves as the first study that investigates the relationship between the two visual streams and aesthetic experiences. (C) 2019 Elsevier B.V. All rights reserved.
机译:随着AI技术的日益成熟,这些系统的应用已扩展到越来越新的领域。这些系统越来越多地用于人类美学和创造力的建模,例如人类如何创作艺术品和设计产品。我们的实验室已开发出一种此类AI创意深度学习系统,可用于以图像和视频的形式创作艺术品。在本文中,我们描述了该系统及其在研究人类视觉系统和审美体验形成中的用途。具体来说,我们展示了基于时间的AI创建的媒体如何用于探索人类视觉系统的双途径神经体系结构的本质,以及它如何与更高的认知判断(例如依赖于这些不同信息流的审美体验)相关联。我们提出了一种理论框架,以解决诸如视频剪辑之类的感知内的运动如何引起反射注意力的参与以及随后对主要通过背侧流处理的视觉信息的关注,从而调节依赖于通过腹侧传递的信息的审美体验流。我们概述了最近的研究以支持我们提出的框架,该框架是第一个研究两种视觉流与审美体验之间关系的研究。 (C)2019 Elsevier B.V.保留所有权利。

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