An obstacle segmentation and classification system for the visually impaired

Kieran J. O' Callaghan, M. J. O. Mahony
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引用次数: 3

Abstract

In the majority of cases blindness is caused by retinal degenerative conditions such as Age-Related Macular Degeneration (AMD) and Retinitis Pigmentosa (RP). However, blind individuals still retain central visual pathways and processing mechanisms. Recent advances in Time of Flight (TOF) imaging technology have presented new opportunities to develop improved sensory substitution systems for compensation of visual sensory loss. In sensory substitution information from an artificial receptor/sensor is coupled to the brain via a Human Machine Interface (HMI). The brain is able to utilise this information in place of what is usually transmitted from an intact sense organ such as the eye. The human brain has an adaptive capacity called plasticity. Research has shown that inputs from sensory substitution devices can reach numerous brain structures including those anatomically and physiologically related to the lost sensory modality. This is provided that the information from the HMI/artificial receptors is appropriate to restore function. The authors segmentation and classification system (VisionRE) aims at improving the shortcomings of the current state of the art by accurately segmenting and classifying 3D objects/obstacles in real-time and presenting the 3D information to the user in a more intuitive manner via a multimodal electro-tactile and audio HMI.
视障人士障碍物分割分类系统
在大多数情况下,失明是由视网膜退行性疾病引起的,如年龄相关性黄斑变性(AMD)和色素性视网膜炎(RP)。然而,盲人仍然保留着中央视觉通路和加工机制。飞行时间(TOF)成像技术的最新进展为开发改进的感觉替代系统以补偿视觉感觉损失提供了新的机会。在感官替代中,来自人工受体/传感器的信息通过人机界面(HMI)耦合到大脑。大脑能够利用这些信息来代替通常从完整的感觉器官(如眼睛)传递的信息。人类的大脑有一种叫做可塑性的适应能力。研究表明,来自感觉替代装置的输入可以到达许多大脑结构,包括那些在解剖学和生理学上与丢失的感觉模态相关的结构。这是提供信息从HMI/人工受体是适当的恢复功能。作者的分割和分类系统(VisionRE)旨在通过实时准确地分割和分类3D物体/障碍物,并通过多模态电触觉和音频HMI以更直观的方式向用户呈现3D信息,从而改善当前技术的缺点。
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