Audience reactions can considerably enhance live experiences; conversely, in anytime-anywhere augmented reality (AR) experiences, large crowds of people might not always be available to congregate. To get closer to simulating live events with large audiences, we created a mobile AR experience where users can wander around naturally and engage in AR theater with virtual audiences trained from real audiences using imitation learning. This allows us to carefully capture the essence of human imperfections and behavior in artificial intelligence (AI) audiences. The result is a novel mobile AR experience in which solitary AR users experience an augmented performance in a physical space with a virtual audience. Virtual dancers emerge from the surroundings, accompanied by a digitally simulated audience, to provide a community experience akin to immersive theater. In a pilot study, simulated human avatars were vastly preferred over just audience audio commentary. We subsequently engaged 20 participants as attendees of an AR dance performance, comparing a no-audience condition with a simulated audience of six onlookers. Through questionnaires and experience reports, we investigated user reactions and behavior. Our results demonstrate that the presence of virtual audience members caused attendees to perceive the performance as a social experience with increased interest and involvement in the event. On the other hand, for some attendees, the dance performances without the virtual audience evoked a stronger positive sentiment.
翻译:观众反应能显著提升现场体验;反之,在随时随地的增强现实(AR)体验中,可能并不总能聚集大规模人群。为更逼真地模拟大型观众参与的现场活动,我们开发了一款移动AR体验,用户可自然漫游并通过模仿学习从真实观众数据训练出的虚拟观众参与AR剧场。这使得我们能够精细捕捉人工智能(AI)观众中人类不完美行为与互动的本质。最终成果是一种新颖的移动AR体验:孤立的AR用户在物理空间中通过虚拟观众体验增强表演。虚拟舞者从环境中浮现,辅以数字模拟的观众群体,营造出类似沉浸式剧场的社群体验。在初步研究中,模拟人类化身的接受度远高于仅提供观众音频解说。随后我们邀请20名参与者作为AR舞蹈表演的观众,对比无观众条件与六名虚拟旁观者模拟观众的场景。通过问卷与体验报告,我们探究了用户反应与行为模式。研究结果表明,虚拟观众的存在使参与者将表演感知为更具趣味性与参与度的社交体验。另一方面,部分参与者在无虚拟观众的舞蹈表演中产生了更强烈的积极情绪。