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All Journal E-Journal Home Economic and Tourism CommIT (Communication & Information Technology) AKSIOMA Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Jurnal Sains dan Informatika Unisda Journal of Mathematics and Computer Science (UJMC) J Statistika: Jurnal Ilmiah Teori dan Aplikasi Statistika Jurnal Penamas Adi Buana Wahana : Tridarma Perguruan Tinggi Jurnal Cendekia : Jurnal Pendidikan Matematika EDUPEDIA Variance : Journal of Statistics and Its Applications J-ADIMAS (Jurnal Pengabdian kepada Masyarakat) Indonesian Journal of Education and Mathematical Science Jurnal Lebesgue : Jurnal Ilmiah Pendidikan Matematika, Matematika dan Statistika Didaktika: Jurnal Pemikiran Pendidikan Journal of Mathematics Education and Science Journal of Science and Technology Seminar Nasional Hasil Riset dan Pengabdian (SNHRP) Prosiding Seri Seminar Nasional Jurnal PADI (Pengabdian mAsyarakat Dosen Indonesia) Aceh International Journal of Science and Technology Jurnal Informatika: Jurnal Pengembangan IT MANGGALI EKOBIS ABDIMAS : Jurnal Pengabdian Masyarakat
Putri, Rani Kurnia
Universitas PGRI Adi Buana Surabaya
Agriculture, Biological Sciences & Forestry Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Social Sciences Other

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Journal : Aceh International Journal of Science and Technology

 1 
Study Comparison Deep Learning and Support Vector Machine for Face Mask Detection Putri, Rani Kurnia; Athoillah*, Muhammad
Aceh International Journal of Science and Technology Vol 14, No 1 (2025): April 2025
Publisher : Graduate School of Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.13170/aijst.14.1.32109

Abstract

Deep Learning (DL) and Support Vector Machine (SVM) was used for a plethora number of researches lately. Deep Learning works by representing data in layers of learning layers so that the representation becomes more meaningful, and Support Vector Machine tries to find the hyperplane that maximizes the margin between the hyperplane and the closest data points from each class so that the classification becomes more accurate. Both algorithms have proven to be powerful tools for any classification problem specially to classify or identify image patterns. However, the performance of machine learning algorithms can be affected by any factor, thus sometimes we found several algorithms that are generally known to be powerful, even showing unsatisfactory results. The purpose of this study is to compare the ability of classification methods Deep Learning and Support Vector Machine to detect face mask. Face mask detection has gained significant attention and importance in the context of public health and safety, particularly during the COVID-19 pandemic. The study revealed that Deep Learning algorithm performed better than the Support Vector Machine Algorithm and showed excellent performance in all four metrics. In particular, the Deep Learning algorithm achieved an average Sensitivity/Recall rate of 92%, a Specificity rate of 95.44%, a Precision rate of 95.28%, and an Accuracy rate of 93.72%.
Co-Authors Amiroh, Nabilatul Anni Faridah Arina Haqiqiyah Cahyaningtias, Sari Dinda Inggit Prasesti Roichan Erlin L Erlin Ladyawati Evita Purnaningrum Fina Wahyu Ananda Lestari Fitriatien, Sri Rahmawati Haqiqiyah, Arina Hasibuan, Lilis Harianti Lailatusy Syakbaniyah Azzahroh Maftuh, Moh. Syukron Muhammad Athoillah, Muhammad Ninik Mutia Ningsih Nur Fathonah Nur Fathonah, Nur Prayogo Prayogo Sari Cahyaningtias Sekartaji Machdalena Sari Putri Silviana Maya Purwasih Silviana Maya Purwasih Sri R Sri Rahmawati Fitriatien Sri Rahmawati Fitriatien Sugandi, Eko Sunyoto H.P Sunyoto Hadi Prayitno Sunyoto Hadi Prayitno Susilohadi Susilohadi Wantika, Restu Ria Wiwik Gusnita