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RUN: rational ubiquitous navigation, a model for automated navigation and searching in virtual environments

机译:RUN:理性泛在导航,虚拟环境中自动导航和搜索的模型

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Abstract By now, the realm of virtual reality is abuzz with high-quality visuals, enough to simulate a real-world scene. The use of intelligence in virtual reality systems, however, is a milestone yet to be achieved to make possible seamless realism in a virtual environment. This paper presents a model, rational ubiquitous navigation to improve believability of a virtual environment. The model intends to augment maturity of a virtual agent by inculcating in it the human-like learning capability. A novel approach for automated navigation and searching is proposed by incorporating machine learning in virtual reality. An intelligent virtual agent learns objects of interest along with the paths followed for navigation. A mental map is molded dynamically as a user navigates in the environment. The map is followed by the agent during self-directed navigation to access any known object. After reaching at a location where an object of interest resides, the required object is selected on the basis of front-facet feature. The model is implemented in a case-study project learn objects on path (LOOP). Twelve users evaluated the model in the immersive maze-like environment of LOOP. Results of the evaluation assure applicability of the model in various cross-modality applications.
机译:摘要 到目前为止,虚拟现实领域充斥着高质量的视觉效果,足以模拟真实世界的场景。然而,在虚拟现实系统中使用智能是一个尚未实现的里程碑,以便在虚拟环境中实现无缝逼真。本文提出了一种模型,即合理的泛在导航,以提高虚拟环境的可信度。该模型旨在通过向虚拟代理灌输类似人类的学习能力来增强虚拟代理的成熟度。通过将机器学习融入虚拟现实,提出了一种新的自动导航和搜索方法。智能虚拟代理学习感兴趣的对象以及导航所遵循的路径。当用户在环境中导航时,思维导图是动态塑造的。在自主导航期间,代理会跟踪地图以访问任何已知对象。到达感兴趣对象所在的位置后,将根据正面特征选择所需的对象。该模型在案例研究项目学习路径上的对象 (LOOP) 中实现。12 名用户在 LOOP 的沉浸式迷宫式环境中评估了该模型。评估结果确保了该模型在各种跨模态应用中的适用性。

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