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  • 标题:A Novel Approach for Assisting the Visually Impaired to Recognize Objects in an Image
  • 本地全文:下载
  • 作者:Sushma M P ; Girija J
  • 期刊名称:International Journal of Innovative Research in Computer and Communication Engineering
  • 印刷版ISSN:2320-9798
  • 电子版ISSN:2320-9801
  • 出版年度:2019
  • 卷号:7
  • 期号:4
  • 页码:2366-2371
  • DOI:10.15680/IJIRCCE.2019. 0704028
  • 出版社:S&S Publications
  • 摘要:Text and speech is the main medium for human communication. A person needs vision to access the information from the image. This paper proposes an image based assistive text reading to help visually impaired person in reading both text and objects present in the image. In this system the objects in the image is identified by the faster Regional Convolutional Neural Network (faster RCNN) object recognition algorithm. The proposed idea involves text identification from image using pytesseract in python and generates audio description about the objects in the image. This is a prototype for visually impaired people to recognize the products in real world by extracting the objects on Image and converting it into speech. Proposed method is carried out by using Deep Learning methods, python and OpenCV. This technology helps millions of people in the world who experience a significant loss of vision.
  • 关键词:Object Recognition; CNN; RPN; pytesseract; Detection Network; back;propagation
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