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Yoseph Pius Kurniawan Kelen
Universitas Timor
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Journal : Jurnal Sisfotek Global

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Introduction of Indonesian Significant Alphabet Images (BISINDO) using The Convolutional Neural Network Algorithm Kabut, Stefanus; Kelen, Yoseph Pius Kurniawan; Baso, Budiman; Chrisinta, Debora
JURNAL SISFOTEK GLOBAL Vol 15, No 1 (2025): JURNAL SISFOTEK GLOBAL
Publisher : Institut Teknologi dan Bisnis Bina Sarana Global

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.38101/sisfotek.v15i1.15678

Abstract

Bisindo alphabet recognition is the process by which a computer system or software recognizes and recognizes the letters of the Bisindo alphabet. The Bisindo alphabet is a special alphabet used to communicate with people who are hearing or speech impaired. This process uses image processing and machine learning techniques to identify and classify each letter based on its shape and visual characteristics. This study used a dataset consisting of 520 Kaggle images divided into 26 categories. These images are resized, normalized and scaled up to improve model performance. A Convolutional Neural Network (CNN) model was developed and achieved 99.12587% accuracy after training. After the model was developed, the API was implemented using Flask. API functionality is tested using online interactions, ensuring accurate responses to image classification before implementation in mobile applications.
Co-Authors Abi, Maria Oktavian ALBERTIANA FANU Alfonsus Jefri Oematan Amaral, Krispina Madeira Amaral Amsikan, Dionisius K. Anastasia K. D Lestari Anastasia K.D. Lestari Anastasia Kadek Dety Lestari Anastasia Kadek Dety Lestari Anatasia Kadek Dety Lestari Antonius Lake Anunut, Anna Asthy, Agustina Tamo Ina Bili Avin Nahak Bana, Yoseph Arianto Bano, Elinora N. Barreto, Julio Baso, Budiman Bele Bau, Maria Nathania Bere, Mery Ernawati Bernadeta Novia W. R. Mau Bone, Leonardus Bria, Laurensa L Chrisinta, Debora Claudensi Maria Muinnesu Darsono Nababan Deda, Yohanis Ndapa Dian Grace Ludji Dionisius K. Amsikan Dionisius Oktavianus Klau Efren Primus Nahak Egas De Jesus Martins Corbafo Eko, Margaretha Amilia Miranti Eli , Maria Yuliana Elisabeth Glodia Isulti Usfinit Elsa M. Benolon Emanuel Yohanes Meol Eugenius Charles Odja Fabiana Kaunan Fallo, Kristoforus Fallo, Kritoforus Faustianus Luan Fetronela Rambu Bobu Firma Maria O Luan Florensia Seran Fouk, Fransiska Seuk Fransiskus Xaverio Tonbesi Gelu, Leonard Peter Gelu, Leonard Peter Godeliva Dos Santos Pakaenoni Godifridus Metboki Grace Ludji, Dian Haryati Herewila, Nadia Esli Hevi Herlina Ullu Ili Sama, Meliana Isto, Kristoforus Boik Tani'i Jekrit Rinto Tefi Jeli, Jeli Maria Fatima Kolo Jeri Aurelianus Sede Kabut, Stefanus Kehik, Maria Cristalina M.D. Knaofmone, Maria Letitia Kolne, Maria Adventina Kolo, Klaudia Selina Kolo, Yesualda Rogeria Kresensia Nesi Krispina Anin Kristoforus Fallo Lake, Delviana Lay Berek, Gloria Elisabeth Lay, Febryona Leonard P Gellu Leonard P. Gelu Leonard P. Gelu Leonard Piter Gelu Lestari, Anastasia K D Lestari, Anastasia K.D Lestari, Anastasia K.D. Lestari, Anastasia Kadek Dety Lidia Lestari Kitu Manu Liu, Yovita Liunokas, Ebenhaiser Lopo, Ani Luan, Faustianus Lusi Asameta Lusianus Bala Mada, Grandianus Seda Mammi Sarlota Bana Manek, Patricia Gedrudis Manek, Patricia Gertrudis Manek, Siprianus Manek, Siprianus S. Maneno, Regolinda Manhitu, Emerensiana Okan Margaretha Baria Maria Agusta Nining Fallo Maria Erlina Naben Maria Grasela Tatuin Maria Grestiana Sani Maria Ilona Silab Maria Krisanti Toinjaas Maria Lina Keban Maria Marli Natonis Maria Millenia Pina Lewuk Maria Sisilia Luruk Nahak Maria Yuliana Eli Marina Dianti Kening Salu Marjeni Liana Nino Marni Coriani Bria Mau, Lidia Marselina Mayela Wete Melkianus Y.M. Ufa Mirja Hoar Moensaku, Emanuel Nababan, Darsono Nahak, Gilvino Nahak, Maria Selviyanti H Nahak, Roswita R.K. Naihely, Stefanus Apriyanto Naisali, Aldegunda Natalia Karmila Ketmoen Nenat, Agustinus Ardiyanto Nesi, Kresensia nggadas, carles Nule, Maria Graciana Yosri Nurliah Apryanti Oktavia Prima Bili Oktovianus Mamoh Oktovianus R. Sikas Omenu, Maria S.S Omenu, Yustina Maria Balok Painneon, Angela Hendrika Patricia Gertrudis Manek Pricilia D A Centhya Nahak Prima Mersi Angela Klaran Priska Maria Cicilia Amleni Renaldi Y. Kolloh Risald Rizald Rojari, Fatima Roni Dedi Selan Rudy Chandra S Manek, Siprianus S. Manek, Siprianus S.Manek, Siprianus Selestina Nahak Seprianus Septian Manek Septian Manek, Siprianus Seran, Bruno Fransiskus seran, yuvenalis severinus ponis Sikas, Oktovianus R. Siprianus S Manek Siprianus S Manek Siprianus S. Manek Siprianus S. Manek Siprianus S.Manek Siprianus Septian Manek Stefania Y. Nule Stefanus Lau Manek Stefanus Manek Suni, Vebrianus Suni, Yohanes George Deridwan Susu, Yublina Rambuhana Sutal, Dominika Muti SYAHYADI, ASEP INDRA Syarifuddin, Risald Tae, Margaretha Taek, Sisilia Novita Aryenny Taena, Ignasia Wanty Tahun, Ardy Imanuel Taitoh, Rosalinda Hoar Tey Seran, Krisantus Jumarto Tey seran, Krisantus Junarto Thomas Nelson Kolo Ullu, Hevi Herlina Usfinit, Katarina D.M Usnaat, Sonya Oktavia Valerianus Naat Wilfrida Tnomel Willy Sucipto Willy Sucipto Willy Sucipto Yasinta O.L Rema Yayu Ulfaningsi Subagio Yeremia, Elfira Yesualda Rogeria Kolo Yohana Niis Molo Yohanes D B Pay Yohanes D. B Pay Yudit Oviana Berek Yulsiani Sanam