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3 months ago

MagicEye: An Intelligent Wearable Towards Independent Living of Visually Impaired

Sibi C. Sethuraman Gaurav R. Tadkapally Saraju P. Mohanty Gautam Galada Anitha Subramanian

MagicEye: An Intelligent Wearable Towards Independent Living of Visually Impaired

Abstract

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.

Code Repositories

gauravreddy08/OcularAI
Official
Mentioned in GitHub

Benchmarks

BenchmarkMethodologyMetrics
face-recognition-on-lfwOcularAI-Face
Accuracy: 0.945
F1-score: 0.9421
Precision: 0.9934
Recall: 0.896

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MagicEye: An Intelligent Wearable Towards Independent Living of Visually Impaired | Papers | HyperAI