Reading Characters for Blind and Visually Impaired People

Author:   Duaa Hameed ,  Raid Al-Nima
Publisher:   LAP Lambert Academic Publishing
ISBN:  

9786208420048


Pages:   96
Publication Date:   03 January 2025
Format:   Paperback
Availability:   Available To Order   Availability explained
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Reading Characters for Blind and Visually Impaired People


Overview

Books and documents are key sources of knowledge, but access is limited for visually impaired or blind individuals who cannot read. This study proposes a Character Recognition System (CRS) to improve reading accessibility for such individuals using advanced technology.A new dataset, Printed English Characters (PEC), was created, comprising 5400 images (100 samples for each character: lowercase letters, uppercase letters, and spaces). The images undergo preprocessing operations such as binarization, segmentation, and resizing before being input into a Deep Convolutional Neural Network (DCNN).The DCNN, composed of multiple sub-networks and layers, demonstrates high performance, achieving a recognition accuracy of 99.57%, along with excellent precision, sensitivity, specificity, and F1-score. The system integrates hardware (webcam, PC, sound amplifier) and software for image processing and deep learning, enabling it to acquire, recognize, and audibly read characters and words.By recognizing space characters, the system constructs words and reads them aloud, offering significant assistance to blind and visually impaired individuals in accessing textual information.

Full Product Details

Author:   Duaa Hameed ,  Raid Al-Nima
Publisher:   LAP Lambert Academic Publishing
Imprint:   LAP Lambert Academic Publishing
Dimensions:   Width: 15.20cm , Height: 0.60cm , Length: 22.90cm
Weight:   0.141kg
ISBN:  

9786208420048


ISBN 10:   6208420040
Pages:   96
Publication Date:   03 January 2025
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

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