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http://dspace.cityu.edu.hk/handle/2031/9199
Title: | Digital Empowerment For The Visually Impaired |
Authors: | Yu, Wing Yin |
Department: | Department of Electronic Engineering |
Issue Date: | 2019 |
Supervisor: | Supervisor: Dr. Cheung, Ray C C; Assessor: Dr. Yuen, Kelvin S Y |
Abstract: | This project aims at developing a portable device assisting the visually impaired people to recognize bus number in real time. The limitations for the traditional holding board method are that a blind person cannot acknowledge the presence of in-coming buses and they may hold a board for a long time. These limitations could be solved by my proposed equipment using computer vision technology and hardware integration. My proposed device was composed with several modules including a Raspberry Pi 3 A+, a web camera, a Bluetooth headset and a power band. With the 5-steps workflow as a backbone, the system was successfully developed. By using machine-learning-based object detection algorithm – Haar Cascade Classifier, it was able to detect a bus front object with 100% precision and broadcast the bus number with 60% precision. With a series of image processing strategies, the text region could be cropped with specific location. Transforming the information from image format to text format, a trained Tesseract OCR could perform text recognition with 77% precision. Lastly, the bus number information would be delivered to the user by mean of eSpeak text-to-speech function through a Bluetooth headset module. This device could perform the following functions: 1. Recognizing route label of in-coming double-decked buses in Hong Kong; 2. Being notified with a Bluetooth headset; 3. Operating in a hands-free manner, i.e. no holding is needed |
Appears in Collections: | Electrical Engineering - Undergraduate Final Year Projects |
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