Developing a Bangla currency recognizer for visually impaired people

Hasan Murad, Nafis Irtiza Tripto, Mohammad Eunus Ali

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

5 Citations (Scopus)

Abstract

Deep learning based assistive technologies for the visually impaired and blind people have gained increasing attention from various research communities in recent years. In this paper, we have developed a camera-based automatic currency recognizer for Bangladeshi bank notes that assists visually impaired people in Bangladesh. We have exploited the deep learning architecture MobileNet for classification of bank notes. We have evaluated the performance of our model using a novel dataset consisting of nearly 8000 images of Bangladeshi bank notes. To verify the effectiveness and efficacy of the proposed solution, we have developed a mobile Android application, and evaluated and validated the application with the users from a blind community. The validation shows that our proposed system is robust and highly effective with heterogeneous environment.

Original languageEnglish
Title of host publicationProceedings of the 10th International Conference on Information and Communication Technologies and Development, ICTD 2019
EditorsNeha Kumar, Rajesh Veeraraghavan
Place of PublicationNew York NY USA
PublisherAssociation for Computing Machinery (ACM)
Number of pages5
ISBN (Electronic)9781450361224
DOIs
Publication statusPublished - 2019
Externally publishedYes
EventInternational Conference on Information and Communication Technologies and Development 2019 - Ahmedabad, India
Duration: 4 Jan 20197 Jan 2019
Conference number: 10th
https://dl.acm.org/doi/proceedings/10.1145/3287098 (Proceedings)
https://2019.icoict.org/#:~:text=It%20is%20our%20great%20pleasure,largest%20city%20in%20the%20country. (Website)

Conference

ConferenceInternational Conference on Information and Communication Technologies and Development 2019
Abbreviated titleICTD 2019
Country/TerritoryIndia
CityAhmedabad
Period4/01/197/01/19
Internet address

Keywords

  • AI for good
  • Bangla currency recognizer
  • Blind people
  • Deep learning

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