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All Journal Sistemasi: Jurnal Sistem Informasi Wahana : Tridarma Perguruan Tinggi Jurnal Teknologi Informasi dan Terapan (J-TIT) Best : Journal of Applied Electrical, Science and Technology Insyst : Journal of Intelligent System and Computation Joutica : Journal of Informatic Unisla JOINCS (Journal of Informatics, Network, and Computer Science) Jurnal ilmiah teknologi informasi Asia Journal of Information Technology
Endang Setyati
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Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Nursing Physics

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Journal : Best : Journal of Applied Electrical, Science and Technology

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DROWSY DETECTION FROM VIDEO DRIVER FACE BASED ON EYE AND MOUTH FEATURES EXTRACTION USING THE CONVOLUTION NEURAL NETWORK METHOD Akhmad Solikin; Endang Setyati
BEST Vol 2 No 1 (2020): BEST
Publisher : Program Studi Teknik Elektro Universitas PGRI Adi Buana Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36456/best.vol2.no1.2584

Abstract

This research was conducted in an effort to minimize the occurrence of road traffic accidents. In this study detected the level of fatigue and sleepiness from the driver's face video based on the extraction of eye and mouth features using the CNN method. The dataset in this study is 300 data with 3 different classes namely drowsiness 100 data, sleepy 100 data and normal 100 data. The number of epochs used in research to achieve high accuracy is as much as 50. In the test results it is known that the validation of accuracy has increased in each of the input layer results.
Co-Authors Ajeng Restu Kusumastuti Akhmad Solikin Bambang Widodo Citra Mahaputri Damayanti, Elok Eko Vidiantoro F.X. Ferdinandus Hasyim Asy'ari Hendrawan Armanto Jaenal Arifin Joan San Joan Santoso Miftah Farid Nur Nafi’iyah Pramana, Meirza Pyepit Rinekso Andriyanto Rina Dewi Indahsari samsul arifin Siti Mujilahwati Suhatati Tjandra Wikjatmiko, Zhulfi Bajra Yosi Kristian