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Journal : International Journal of Advances in Intelligent Informatics

Detecting signal transtition in dynamic sign language using R-GB LSTM method Ridwang, Ridwang; Adriani, Adriani; rahmania, Rahmania; Sahrim, Mus’ab; Syahyadi, Asep Indra; Setiaji, Haris
International Journal of Advances in Intelligent Informatics Vol 10, No 2 (2024): May 2024
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26555/ijain.v10i2.1445

Abstract

Sign Language Recognition (SLR) helps deaf people communicate with normal people. However, SLR still has difficulty detecting dynamic movements of connected sign language, which reduces the accuracy of detection. This results from a sentence's usage of transitional gestures between words. Several researchers have tried to solve the problem of transition gestures in dynamic sign language, but none have been able to produce an accurate solution. The R-GB LSTM method detects transition gestures within a sentence based on labelled words and transition gestures stored in a model. If a gesture to be processed during training matches a transition gesture stored in the pre-training process and its probability value is greater than 0.5, it is categorized as a transition gesture. Subsequently, the detected gestures are eliminated according to the gesture's time value (t). To evaluate the effectiveness of the proposed method, we conducted an experiment using 20 words in Indonesian Sign Language (SIBI). Twenty representative words were selected for modelling using our R-GB LSTM technique. The results are promising, with an average accuracy of 80% for gesture sentences and an even more impressive accuracy rate of 88.57% for gesture words. We used a confusion matrix to calculate accuracy, specificity, and sensitivity. This study marks a significant leap forward in developing sustainable sign language recognition systems with improved accuracy and practicality. This advancement holds great promise for enhancing communication and accessibility for deaf and hard-of-hearing communities.
Co-Authors A Sudono, A Abadi, Indra Abd Hafid ABDU RAHMAN BACO, ABDU RAHMAN Abdul Hafid Abdul Rahman Abdullah, Suhardin bin Adella, Donna Canceri ADI SUDONO Afreni Hamidah Afria, Reni Afrianto, Shadiq Taqwa Agung Anugrah Agusti Efi Ahdar Ahdar, Ahdar Akmal Akmal Aldiansyah, Muh Ali, Rahmi Imanda Alvina Alvina AMELIA, ELSA Andariana , Andi ANDI KHAERUNI Andi Mawardi Fajar Andriani, Rika Anisa Anggraeni, Anisa Annisa, Zetri Ansharullah ansharullah Antarissubhi, Antarissubhi Anwar, Nurfiah Aprilia, Vivi Yunita Apriliani, Nissa Ardeni, Nofi Ardiansah, Ahmad Arena, Nadila Arif, Nurfadhilah Arsa, Fawzia ASMEN MANALU Atika, Cindy Nur Ayu, Dhella Azizah Azizah Azkiya, Ainun Bakri Bakri Bakri Bakri Bakri Bakri Baskoro, Bayu Baso Sardjan Bayu Rosadi Beti Septiana Darsono Budiyati Ichwan Chadijah, Andi Chair, Ummul Darlis Darlis, Darlis Darlisa Muhamad darman, muh. yusril Darmawati, Junay Depison Depison Derisa Derisa DEWI SARTIKA Dewi, Liyan Puspita Diana Putri Djafar, Syahrul Eka Apriyanti, Eka Eliyanti Eliyanti Elyanti, Elyanti Elymaizar, Zulfa Endri Musnandar erlangga, Febri Ernawati Ernawati Fadillah, Alief Fahmida, Fahmida Fajar, Muhammmad Fatmawati, Tresna Filawati Filawati Fitriani Fitriani FITRIANI, NOVA Frederica, Irene Geby Meyliona GUSNAWATY, HS Gustiani, Nurulita Hadaf, Alifa Halim, Rd. Halimul Bahri Halmawati, Halmawati Hamzah, Hamzah Hardanti, Elvi Hardianti, Witria Hartini Hasliah Hasliah Hasliah, Hasliah Hasria Alang Hasriawati, Leli Hastuti Hastuti Henny Poerwanty Hervilas, Vivi Hidayat, Muh Sultan Agung Hidayati, Sri Aisyah Huko, Kaprius Paji Hutwan Syarifuddin Hutwan Syarifuddin I Ketut Sutama IK Sutama, IK Imranisa Maryami Indriani Indriani Irianto Irianto Isdamayanti, Isdamayanti Ishak, Lily Isnain, Fajriati Izalika, Izalika Izwerni Izwerni Juhariah, Sitti Jul Andayani JUSRIL, JUSRIL Juwita, Syahrida KH, YUSNIMAR Khadijah, St Khairunissa, Rafissah Adilah kurniawan, nawan Kuswandi, Wawan Lailatul Fitri Lateko, Andi Abd Halik Lidya Fransisca Lidya Fransisca, Lidya Liffia Oka Lydia Lisa Wahyuni M. Ridwan M. Yusuf Madi, Nasrullah La Maemunah Maharani, Shendy Mairizal Mairizal Mandalika, Ririn Mardiyani Sidayat Marfianda, Wiwi Maritje Rombe Mbu, Margaretha Stevany Misnawati, Tri Mubarrok, Muhammad Tirta Muh. Sofian Assaury Yahya Muhamad, Darlisa Muhammad Irfandi, Muhammad Muhammad Kadir Muhammad Yunus Muharrani, Khalishah Rezky Mukhtar Lutfi Mulia Suryani Mulyana, Annisa Muniardi, Muniardi Muslihati Muslimin Putra, Dilan Adrian MUTHMAINNAH Nabila, Alifah Biggum Nahlunnisa, Hafizah Nasri, A Nasruddin Nasruddin Neila Sulung Neila Sulung, Neila Nella Kusuma Nia Komala Sari Nicky Wulan Sari Nildayanti Nildayanti Ningrum, Risma Nirwana, Nirwana nora almi Novrita, Sri Zulfia Novrita, Sri Zulvia Nur Fatimah Nuraeni, Mira Nurfadhila, Dinda Emilya Nurfaidah Nurfaidah Nurhayati Nurhayati NURLAELA NURLAELA Oktavia, Sisi Oktaviani, Vina Paradita, Yuyun PERTIWI, INTAN Purnamawati, Sischa Putri, Azizah Dwi Putri, Lolita Aida R, Wahyudi Pratama R. Sapto Hendri Boedi Soesatyo Raguati Raguati Rahmad, Rizki Ibnu Rahmania Rahmania Rahmania Rahmania Rahmat Hidayat Ramadani, Emilia April Ramadhani, Mitra Ramadlan, Ahmad Ramainas Ramainas Ramayani, Wulan Ramelawati, Ramelawati Randy Nugraha Raudhatun Nisa Reski, Muhammad Resky Aksar Revoldai Agusta Reyna Ashari Richal, Achmad Ridwan, Ridwan Ridwang Ridwang, Ridwang Rifaat, Andi Bajiel Rigel, Rigel Rika Syafitri Rimayana, Oksy Rina Susanti Risdayanti, Risdayanti ROHANA ROHANA Rombe, Maritje Rosyadi, Farhana Lafaticha Rukmini Rukmini Sahrim, Mus’ab Saleh , Rahmat Samsu G, Samsu G Saputri, Rien Ana Sarawa, Resty Sardjan, Baso SARI, DINA HERLINA Sari, Febri Anita Sari, Indah Cantika Sari, Lidia Novita sari, Mutia Savitri, Revi SELVI MARTALINDA Sephiani, Fany Setiaji, Haris Siradjuddin, Siradjuddin Sitanggang, Hendra Dhermawan Siti Hafsah Siti Nurjannah Sri Aisyah Hidayati Sri Muliani Sri Novianti Sri Novianti Suddin, Dudung Suleyman, Suleyman Sulityowati, Dwi Oktarina Suryani Nasution, Helmi Susanti, Ria Ana Susrina Hud Syafria, Hardi Syahru Ramadan, Syahru SYAHYADI, ASEP INDRA Syamsul Syamsul Syamsul, Aswandi Syamsuri Syukraini Putri, Afifi T Sutardi Takwa, Takwa Talita, Talita TATI NURHAYATI Tidore, Muh Faedly H TOHA SUTARDI Udin Udin Umaira, Umaira Ummi Kalsum Utami, Anisa NurLatifa W Manalu wahyu, anjas ade Wawandi, Muh Arsyil Weni Nelmira Wenni Meika Lestari Wicaksono, Kebat WIDIASARI, YOSI Wildati Zahri Winandha, Cut Sheilla Saomyra Wiwit Febrina Y. G. Armando Yananda, Rizki Yasnidawati Yasnidawati Yenni Idrus Yesikaberli, Yesikaberli Yuafni Yuafni Yuniar, Vira A.P Yurleni Yurleni Yusal, Muh Sri Yusrina Yusrina Yusrizal Yusrizal Yusuf, Dwiky Andryawan Zahir Zainuddin Zahra, Mutia Mesa Zukri, Wahyu Apriansyah Zulfaneti Zulfaneti Zulkarnain Zulkarnain Zulmi, Yuliya