The Exploration and Evaluation of Generating Affective 360° Panoramic VR Environments Through Neural Style Transfer

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

2 Scopus Citations
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Author(s)

  • Long Bai
  • Yaxuan Mao
  • Xuening Peng
  • Zehao Zhang
  • Xin Tong

Related Research Unit(s)

Detail(s)

Original languageEnglish
Title of host publicationProceedings - 2023 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops VRW 2023
PublisherInstitute of Electrical and Electronics Engineers, Inc.
Pages759-760
Number of pages2
ISBN (electronic)979-8-3503-4839-2
ISBN (print)979-8-3503-4840-8
Publication statusPublished - 2023

Conference

Title30th IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR 2023)
LocationPudong Shangri-La Hotel
PlaceChina
CityShanghai
Period25 - 29 March 2023

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.

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review