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BDSL 49: A comprehensive dataset of Bangla sign language
Language is a method by which individuals express their thoughts. Each language has its own alphabet and numbers. Oral and written communication are both effective means of human interaction. However, each language has a sign language equivalent. Hearing-impaired and/or nonverbal individuals communi...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10331282/ https://www.ncbi.nlm.nih.gov/pubmed/37435139 http://dx.doi.org/10.1016/j.dib.2023.109329 |
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author | Hasib, Ayman Eva, Jannatul Ferdous Khan, Saqib Sizan Khatun, Mst. Nipa Haque, Ashraful Shahrin, Nishat Rahman, Rashik Murad, Hasan Islam, Md. Rajibul Hussein, Molla Rashied |
author_facet | Hasib, Ayman Eva, Jannatul Ferdous Khan, Saqib Sizan Khatun, Mst. Nipa Haque, Ashraful Shahrin, Nishat Rahman, Rashik Murad, Hasan Islam, Md. Rajibul Hussein, Molla Rashied |
author_sort | Hasib, Ayman |
collection | PubMed |
description | Language is a method by which individuals express their thoughts. Each language has its own alphabet and numbers. Oral and written communication are both effective means of human interaction. However, each language has a sign language equivalent. Hearing-impaired and/or nonverbal individuals communicate through sign language. BDSL is the abbreviation for the Bangla sign language. The dataset contains images of hand signs in Bangla. The collection comprises 49 individual sign language images of the Bengali alphabet. BDSL49 is a set of 29,490 images with 49 labels. During data collection, images of fourteen distinct adults, each with a unique appearance and context, were captured. During data preparation, numerous strategies have been utilized to reduce noise. This dataset is available for free to researchers. Using techniques such as machine learning, computer vision, and deep learning, they are able to develop automated systems. Moreover, two models were applied to this dataset. The first is for detection, and the second is for identification. |
format | Online Article Text |
id | pubmed-10331282 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-103312822023-07-11 BDSL 49: A comprehensive dataset of Bangla sign language Hasib, Ayman Eva, Jannatul Ferdous Khan, Saqib Sizan Khatun, Mst. Nipa Haque, Ashraful Shahrin, Nishat Rahman, Rashik Murad, Hasan Islam, Md. Rajibul Hussein, Molla Rashied Data Brief Data Article Language is a method by which individuals express their thoughts. Each language has its own alphabet and numbers. Oral and written communication are both effective means of human interaction. However, each language has a sign language equivalent. Hearing-impaired and/or nonverbal individuals communicate through sign language. BDSL is the abbreviation for the Bangla sign language. The dataset contains images of hand signs in Bangla. The collection comprises 49 individual sign language images of the Bengali alphabet. BDSL49 is a set of 29,490 images with 49 labels. During data collection, images of fourteen distinct adults, each with a unique appearance and context, were captured. During data preparation, numerous strategies have been utilized to reduce noise. This dataset is available for free to researchers. Using techniques such as machine learning, computer vision, and deep learning, they are able to develop automated systems. Moreover, two models were applied to this dataset. The first is for detection, and the second is for identification. Elsevier 2023-06-18 /pmc/articles/PMC10331282/ /pubmed/37435139 http://dx.doi.org/10.1016/j.dib.2023.109329 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Data Article Hasib, Ayman Eva, Jannatul Ferdous Khan, Saqib Sizan Khatun, Mst. Nipa Haque, Ashraful Shahrin, Nishat Rahman, Rashik Murad, Hasan Islam, Md. Rajibul Hussein, Molla Rashied BDSL 49: A comprehensive dataset of Bangla sign language |
title | BDSL 49: A comprehensive dataset of Bangla sign language |
title_full | BDSL 49: A comprehensive dataset of Bangla sign language |
title_fullStr | BDSL 49: A comprehensive dataset of Bangla sign language |
title_full_unstemmed | BDSL 49: A comprehensive dataset of Bangla sign language |
title_short | BDSL 49: A comprehensive dataset of Bangla sign language |
title_sort | bdsl 49: a comprehensive dataset of bangla sign language |
topic | Data Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10331282/ https://www.ncbi.nlm.nih.gov/pubmed/37435139 http://dx.doi.org/10.1016/j.dib.2023.109329 |
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