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Navigation and Obstacle Avoidance Help (NOAH) for Older Adults with Cognitive Impairment: A Pilot Study

机译:具有认知障碍的老年人的导航和障碍避免帮助(挪亚):试点研究

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Many older adults with cognitive impairment are excluded from powered wheelchair use because of safety concerns. This leads to reduced mobility, and in turn, higher dependence on caregivers. In this paper, we describe an intelligent wheelchair that uses computer vision and machine learning methods to provide adaptive navigation assistance to users with cognitive impairment. We demonstrate the performance of the system in a user study with the target population. We show that the collision avoidance module of the system successfully decreases the number of collisions for all participants. We also show that the wayfinding module assists users with memory and vision impairments. We share feedback from the users on various aspects of the intelligent wheelchair system. In addition, we provide our own observations and insights on the target population and their use of intelligent wheelchairs. Finally, we suggest directions for future work.
机译:由于安全问题,许多具有认知障碍的老年人被排除在动力轮椅使用之外。这导致流动性降低,反过来依赖于护理人员。在本文中,我们描述了一种智能轮椅,它使用计算机视觉和机器学习方法为具有认知障碍的用户提供自适应导航援助。我们展示了系统与目标人群的用户学习中的性能。我们表明系统的碰撞避免模块成功降低了所有参与者的冲突次数。我们还表明,WATFINDING模块帮助用户提供内存和视觉障碍。我们在智能轮椅系统的各个方面分享用户的反馈。此外,我们还为目标人口提供了自己的观察和见解及其对智能轮椅的使用。最后,我们建议未来工作的指示。

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