模糊手势控制:对烧伤患者的影响

Rodney Zsolczay, R. Brown, F. Maire, S. Türkay
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引用次数: 3

摘要

在烧伤患者的康复中,补救性运动是维持和恢复活动范围的重要组成部分。为了鼓励患者康复并减少不适,本文介绍了一个项目的初步阶段,该项目利用基于视觉的传感器和虚拟现实技术来创建一个沉浸式环境。我们的研究目标是设计和开发有效的模糊手势控制。由于各种原因,手势检测可能缺乏清晰度/分辨率或模糊,包括患者由于受伤而难以完全制定手势,由于绷带而干扰手势的视觉检测,以及基于视觉的传感器难以在一定范围内检测手指等小细节。额外的环境和情境信息可以增强手势识别并提供更好的手势分类。为了实现这一目标,时序机器学习被用于开发一个应用程序,该应用程序使用过去的环境交互来帮助澄清当前模糊的手势。能够以直观的方式处理不完美手势的手势识别系统有助于实现自然的人机交互,特别是对于游戏化烧伤康复系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Vague Gesture Control: Implications for Burns Patients
In the rehabilitation of burns patients, remedial exercises are an important part of maintaining and regaining range-of-motion. To encourage patient rehabilitation and reduce discomfort, this paper presents the preliminary stages of a project which makes use of both vision based sensors and virtual reality technologies to create an immersive environment. The goal of our research is to design and develop effective vague gesture control. Hand gesture detection may lack clarity/resolution or otherwise be vague due to various reasons including patients' difficulty to enact gestures fully due to injuries, interference with the visual detection of gestures due to bandages, and the difficulty that vision based sensors have detecting small details like fingers at range. Extra environmental and situational information can enhance gesture recognition and provide better gestural classification. To achieve this, temporal machine learning is used to develop an application which uses past environmental interactions to help clarify present vague gestures. A gesture recognition system that can handle imperfect gestures in an intuitive way contributes towards naturalistic computer human interactions, in particular for gamified burns rehabilitation systems.
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