Proceedings of the 6th UPI International Conference on TVET 2020 (TVET 2020)

Construction of SIBI Datasets for Sign Language Recognition Using a Webcam

Authors
Dandhi Kuswardhana, Iva Rachmawati, Ghina Nadifah Amani, Hendra Fauzi, Agus Heri Setya Budi
Corresponding Author
Agus Heri Setya Budi
Available Online 4 February 2021.
DOI
10.2991/assehr.k.210203.114How to use a DOI?
Keywords
SIBI datasets, sign language, recognition
Abstract

SIBI (Sistem Isyarat Bahasa Indonesia) is a sign language established by the Government of Indonesia as a standard of communication that used in Special School. Hence, not everyone can understand the sign language, even though people have ability to hear. They also must be able to understand the sign language in order to conduct a communication. Currently, technology of recognition has been applied to hand gestures that can translate sign language. Various studies regarding sign language recognition have been developed and there are many applications that can recognize sign language through hand gesture as datasets using webcam, but there still restricted on the datasets in SIBI. Therefore, the study aims to create SIBI datasets via hand gesture using experimental method. So that, the application can be used by SIBI users. SIBI datasets were successfully created with signs that consisting of 8 static word. Based on the confusion matrix, all the signs that has been created have a precision of 100%, meanwhile based on the test results with sufficient lighting conditions and plain background, SIBI datasets has a prediction success rate of 97,5%.

Copyright
© 2021, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 6th UPI International Conference on TVET 2020 (TVET 2020)
Series
Advances in Social Science, Education and Humanities Research
Publication Date
4 February 2021
ISBN
978-94-6239-328-8
ISSN
2352-5398
DOI
10.2991/assehr.k.210203.114How to use a DOI?
Copyright
© 2021, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Dandhi Kuswardhana
AU  - Iva Rachmawati
AU  - Ghina Nadifah Amani
AU  - Hendra Fauzi
AU  - Agus Heri Setya Budi
PY  - 2021
DA  - 2021/02/04
TI  - Construction of SIBI Datasets for Sign Language Recognition Using a Webcam
BT  - Proceedings of the 6th UPI International Conference on TVET 2020 (TVET 2020)
PB  - Atlantis Press
SP  - 186
EP  - 189
SN  - 2352-5398
UR  - https://doi.org/10.2991/assehr.k.210203.114
DO  - 10.2991/assehr.k.210203.114
ID  - Kuswardhana2021
ER  -