Individuals with visual impairments often face a multitude of challenging obstacles in their daily lives. Vision impairment can severely impair a person's ability to work, navigate, and retain independence. This can result in educational limits, a higher risk of accidents, and a plethora of other issues. To address these challenges, we present MagicEye, a state-of-the-art intelligent wearable device designed to assist visually impaired individuals. MagicEye employs a custom-trained CNN-based object detection model, capable of recognizing a wide range of indoor and outdoor objects frequently encountered in daily life. With a total of 35 classes, the neural network employed by MagicEye has been specifically designed to achieve high levels of efficiency and precision in object detection. The device is also equipped with facial recognition and currency identification modules, providing invaluable assistance to the visually impaired. In addition, MagicEye features a GPS sensor for navigation, allowing users to move about with ease, as well as a proximity sensor for detecting nearby objects without physical contact. In summary, MagicEye is an innovative and highly advanced wearable device that has been designed to address the many challenges faced by individuals with visual impairments. It is equipped with state-of-the-art object detection and navigation capabilities that are tailored to the needs of the visually impaired, making it one of the most promising solutions to assist those who are struggling with visual impairments.
翻译:视障人士在日常生活中常面临诸多挑战性障碍。视觉损伤可能严重削弱个体的工作、导航及保持独立生活的能力,进而导致教育受限、事故风险升高及其他一系列问题。为应对这些挑战,我们提出了MagicEye——一款专为辅助视障人士设计的最先进智能可穿戴设备。该设备采用基于CNN的自定义目标检测模型,能够识别日常生活中频繁出现的各类室内外物体。其神经网络系统共涵盖35个类别,针对目标检测的高效性与精准性进行了专项优化。此外,MagicEye还配备了人脸识别与货币识别模块,为视障用户提供重要辅助。在导航方面,该设备集成GPS传感器以支持用户便捷移动,并搭载非接触式接近传感器用于检测附近物体。综上,MagicEye作为一款创新且高度先进的穿戴设备,旨在系统性解决视障人士面临的多重挑战。其配备的定制化目标检测与导航功能充分适配视障群体需求,成为最具前景的辅助解决方案之一。