The Exploration and Evaluation of Generating Affective 360° Panoramic VR Environments Through Neural Style Transfer
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | Proceedings - 2023 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops VRW 2023 |
Publisher | Institute of Electrical and Electronics Engineers, Inc. |
Pages | 759-760 |
Number of pages | 2 |
ISBN (electronic) | 979-8-3503-4839-2 |
ISBN (print) | 979-8-3503-4840-8 |
Publication status | Published - 2023 |
Conference
Title | 30th IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR 2023) |
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Location | Pudong Shangri-La Hotel |
Place | China |
City | Shanghai |
Period | 25 - 29 March 2023 |
Link(s)
Abstract
Affective virtual reality (VR) environments with varying visual style can impact users' valence and arousal responses. We applied Neural Style Transfer (NST) to generate 360º VR environments that elicited users' varied valence and arousal responses. From a user study with 30 participants, findings suggested that generative VR environments changed participants' arousal responses but not their valence levels. The generated visual features, e.g., textures and colors, also altered participants' affective perceptions. Our work contributes novel in-sights about how users respond to generative VR environments and provided a strategy for creating affective VR environments without altering content. ©2023 IEEE.
Research Area(s)
- Neural style transfer, Virtual Reality, Affective experience, 360 image
Citation Format(s)
The Exploration and Evaluation of Generating Affective 360° Panoramic VR Environments Through Neural Style Transfer. / Li, Yanheng; Bai, Long; Mao, Yaxuan et al.
Proceedings - 2023 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops VRW 2023. Institute of Electrical and Electronics Engineers, Inc., 2023. p. 759-760.
Proceedings - 2023 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops VRW 2023. Institute of Electrical and Electronics Engineers, Inc., 2023. p. 759-760.
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review