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Design and Implementation of an Intelligent Assistive Cane for Visually Impaired People Based on an Edge-Cloud Collaboration Scheme

Yuqi Ma, Yanqing Shi, Moyu Zhang, Wei Li, Chen Ma, Yu Guo

2022Electronics14 citationsDOIOpen Access PDF

Abstract

Visually impaired people face many inconveniences in daily life, and there are problems such as high prices and single functions in the market of assistance tools for visually impaired people. In this work, we designed and implemented a low-cost intelligent assistance cane, particularly for visually impaired individuals, based on computer vision, sensors, and an edge-cloud collaboration scheme. Obstacle detection, fall detection, and traffic light detection functions have been designed and integrated for the convenience of moving for visually impaired people. We have also designed an image captioning function and object detection function with high-speed processing capability based on an edge-cloud collaboration scheme to improve the user experience. Experiments show that the performance metrics have an aerial obstacle detection accuracy of 92.5%, fall detection accuracy of 90%, and average image retrieval period of 1.124 s. It proves the characteristics of low power consumption, strong real-time performance, adaptability to multiple scenarios, and convenience, which can ensure the safety of visually impaired people when moving and can help them better perceive and understand the surrounding environment.

Topics & Concepts

ObstacleCloud computingComputer scienceEnhanced Data Rates for GSM EvolutionScheme (mathematics)Object detectionComputer visionVisually impairedArtificial intelligenceAdaptabilityFunction (biology)Closed captioningEdge detectionReal-time computingImage processingHuman–computer interactionSimulationImage (mathematics)Pattern recognition (psychology)Evolutionary biologyLawMathematical analysisPolitical scienceOperating systemEcologyBiologyMathematicsTactile and Sensory InteractionsVideo Surveillance and Tracking MethodsOphthalmology and Visual Impairment Studies
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