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All Journal International Journal of Electrical and Computer Engineering IAES International Journal of Artificial Intelligence (IJ-AI) TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Pseudocode Jurnal Pengabdian Kepada Masyarakat Sakai Sambayan Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Informatika dan Teknik Elektro Terapan Proceeding of the Electrical Engineering Computer Science and Informatics Masyarakat Telematika Dan Informasi : Jurnal Penelitian Teknologi Informasi dan Komunikasi INSIST (International Series on Interdisciplinary Research) Barometer Journal of Appropriate Technology for Community Services Jurnal Profesi Insinyur Universitas Lampung Journal of Applied Science, Engineering and Technology (J. ASET) Electrician : Jurnal Rekayasa dan Teknologi Elektro Journal of Hypermedia & Technology-Enhanced Learning Ulil Albab Edu Komputika Journal Jurnal Teknologi Riset Terapan SNTE Jurnal PPS-TP: Jurnal Pendidikan Analisis, Aplikasi Teori dan Hasil Penelitian
Hery Dian Septama
Department Of Electrical Engineering Faculty Of Engineering, Universitas Lampung Jalan Sumantri Brojonegoro 1, Bandar Lampung, 35145
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Journal : Ulil Albab

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Pengembangan Pengenalan Aktivitas Manusia Secara Real Time Menggunakan Metode Convolutional Neural Network dan Deep Gated Recurrent Unit Feren Ade Verilia; Rangga Firdaus; Hery Dian Septama
ULIL ALBAB : Jurnal Ilmiah Multidisiplin Vol. 2 No. 2: Januari 2023
Publisher : CV. Ulil Albab Corp

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56799/jim.v2i2.1351

Abstract

Recurrent neural network (RNN) have achieved great success in processing sequential data and yielded the state-of-the-art results in speech recognition, digital signal processing, video processing, and text data analysis. In this thesis, proposed a human action recognition method by processing the video data using convolutional neural network (CNN) and deep gated recurrent unit (GRU) network. First, features are extracted from frame every multiple of six in the videos to helps reduce the redundancy and complexity. Next, the sequential information among frame features is learnt using deep GRU network, where multiple layers are stacked together to increase its depth. The result of this study achieved 92.01% F1 Score on YouTube 11 Actions dataset. This method achieve 65.43 FPS.
Co-Authors Adam Hussein Afri Yudamson Ahmad Abdullah Ahmad Arbain Anam, M. Chairul Arbain, Ahmad Ardian Ulvan Ardian Ulvan Ardian Ulvan Ardian Ulvan Bestak, Robert Cahyana, Amanda Hasna Dwi Indria Anggraini Erimson Siregar Febrianti, Sintya Feren Ade Verilia Fitriyani Garin Revanol Geri Romadhoni Tanjung Gigih Forda Nama Gusti, Khalid Surya Hakim, Lukmanul Harahap, Mochammad Mogi Ibrahim Hlavacek, Jiri Irvika Romana Jiri Hlavacek Jiri Hlavacek Khalid Surya Gusti Lania, Siska M Komarudin M Komarudin M Komarudin, M M. Chairul Anam M. Komarudin Mahendra Pratama MARDIANA Mardiana Mardiana Mardiana Mardiana Mardiana Mardiana Maria Ulfa Muthmainah Martinus, Martinus Maulana, Sadam Meizano Ardhi Muhammad Meizano Ardhi Muhammad Meizano Ardhi Muhammad Melvi, Melvi Michel, Michel Mochammad Mogi Ibrahim Harahap Mona Arif Muda Batubara Muda, Mona Arif Muhamad Komarudin Muhamad Komarudin Muhamad Komarudin Muhammad Irsyad Muhammad Komaruddin Muhammad, Meizano Ardhi Mulyani, Yessi Nurhayati Nurhayati Nyoman Herman Ardike oktadiani, Isna P, Rio Ariestia Pamungkas, Ayu Dian Pangestu, Rizki Pramudya, Rivan Herdian Puput Budi Wintoro, Puput Budi R Arum Setiapriadi Raden Arum Setia Priadi Raden Arum Setia Priadi, Raden Arum Rahmayani, Fidha Rangga Firdaus Rangga Firdaus Rani Himayani Ratna Sulistiyanti, Sri Reksa Suhud Tri Atmojo Revanol, Garin Rinaldi, Daniel Rio Ariestia P Rizky Hadi Robert Bestak Robert Bestak Robert Bestak Setyawan, FX Arinto Sianipar, Yos Marison Sintya Febrianti Sophian, Ali Sri Purwiyanti Suharso Suharso Sulistyono, Wahyu Eko Surya Saputra, Surya Saputra Titin Yulianti Trisya Septiana Udini, Syariffah Alvitara Ulvan, Ardian Utami, Elika Dwi Wahyu Eko Sulistiono Wahyu Eko Sulistyono Wicaksono, Muhamad Aby Yuliant, Titin