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All Journal Bulletin of Electrical Engineering and Informatics Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Kitektro Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JMM (Jurnal Masyarakat Mandiri) Martabe : Jurnal Pengabdian Kepada Masyarakat JURNAL PENDIDIKAN TAMBUSAI Jurnal Kreativitas PKM JPGI (Jurnal Penelitian Guru Indonesia) JURNAL MUTIARA NERS Suluah Bendang: Jurnal Ilmiah Pengabdian Kepada Masyarakat Indonesian Journal of Sociology, Education and Development (IJSED) International Journal of Mechanical Engineering Technologies and Applications (MECHTA) Journal of Education Research Jurnal Nasional Teknik Elektro dan Teknologi Informasi SASKARA: Indonesian Journal of Society Studies Bacarita Law Journal Journal Keperawatan YASIN: Jurnal Pendidikan dan Sosial Budaya MASALIQ: Jurnal Pendidikan dan Sains 12 Waiheru ASJN (Aisyiyah Surakarta Journal of Nursing) JURNAL PARADIGMA: Journal of Sociology Research and Education International Journal of Multidisciplinary Sciences and Arts Jurnal Rekayasa elektrika Jurnal Restorative Jurnal INFOTEL West Science Social and Humanities Studies Al-Bayyinah PESARE: Science and Engineering Service Journal JURNAL BUANA Indonesian Journal of Emerging Trends in Community Empowerment Mangabdi: Journal of Community Engagement in Religion, Social, and Humanities DCS: Jurnal Pengabdian Masyarakat Agroscript: Journal of Applied Agricultural Sciences Jurnal Riset Sosial Humaniora dan Pendidikan
Afdhal Afdhal
Universitas Syiah Kuala
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : Jurnal INFOTEL

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Image Segmentation Performance using Deeplabv3+ with Resnet-50 on Autism Facial Classification Melinda, Melinda; Aqif, Hurriyatul; Junidar, Junidar; Oktiana, Maulisa; Binti Basir, Nurlida; Afdhal, Afdhal; Zainal, Zulfan
JURNAL INFOTEL Vol 16 No 2 (2024): May 2024
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v16i2.1144

Abstract

In recent years, significant advancements in facial recognition technology have been marked by the prominent use of convolutional neural networks (CNN), particularly in identification applications. This study introduces a novel approach to face recognition by employing ResNet-50 in conjunction with the DeepLabV3 segmentation method. The primary focus of this research lies in the thorough analysis of ResNet-50's performance both without and with the integration of DeepLabV3+ segmentation, specifically in the context of datasets comprising faces of children on the autism spectrum (ASD). The utilization of DeepLabV3+ serves a dual purpose: firstly, to mitigate noise within the datasets, and secondly, to eliminate unnecessary features, ultimately enhancing overall accuracy. Initial results obtained from datasets without segmentation demonstrate a commendable accuracy of 83.7%. However, the integration of DeepLabV3+ yields a substantial improvement, with accuracy soaring to 85.9%. The success of DeepLabV3+ in effectively segmenting and reducing noise within the dataset underscores its pivotal role in refining facial recognition accuracy. In essence, this study underscores the pivotal role of DeepLabV3+ in the realm of facial recognition, showcasing its efficacy in reducing noise and eliminating extraneous features from datasets. The tangible outcome of increased accuracy of 85.9% post-segmentation lends credence to the assertion that DeepLabV3+ significantly contributes to refining the precision of facial recognition systems, particularly when dealing with datasets featuring faces of children on the autism spectrum.
Co-Authors Adriman, Ramzi Adriman, Ramzi Afdhal Afdhal Agustia, Nofrita Ahyuni Ahyuni Ainal Mardhiah Akbar Akbar Alfarizi, Khalis Amallya, Rania Amri, Asbahrul Angraina, Dilla Apriliani, Nafa Dwi Aqif, Hurriyatul Asfianda, Muhammad Away, Yuwaldi Ben, Hasbaini Beni Aulia, Beni Bigharta Bekti Susetyo Binti Basir, Nurlida Boris Kaido Chairuman Desiana Desiana, Desiana Dhiaul Qadri Elizar Elizar Elvin, Said Devi Ernawati Ernawati Fadhla, Fadhla Fajar Aga Wandana Febriandi Febriandi, Febriandi Feri Agriani Fitri, Rahmadini Awlya Fitriadi, Nuzuli Fonna, Syarizal Gani, Azhar Abdul Haimi Ardiansyah Hasbaini, Hasbaini Haulussy, Rais Rahman Husni Husni Ildawati, Titis imam maulana, imam Immu Puteri Sari Isneini Isneini, Isneini Izzah , Cut Indah Nurul Jamni, Teuku Jannah, Dina Miftahul Johanda, Azra Sastya Junidar, Junidar Junita Putri, Siska Kahlil Muchtar Khaira, Fadhilatul Khairani Khairani Lailatur Rahmi Lalihun, Ishaka Leonardo Gunawan, Leonardo Lessy, Dien Taufan Lindawati Lindawati Litaay, Simona Christina Hendrika Ma'aruf, Abdullah Makaruku, Nathalia Debby Manuputty , Feky Manuputty, Feky Maulina, Dian Melinda Melinda Mentari Dian Pertiwi Minda Prima, Syamsul Mislina, Mislina Muhammad Asfianda Munazar Munazar Mutiara Dwi Sari Nefiyarni, Nefiyarni Nofranita, Willy Nugroho, Erlangga Galih Zulva Nurhayati Nurhayati Nurleli, Nurleli Oktiana, Maulisa P., Febriani Anjelika Pahri, Aina Pamudi, Berwi Fazri Perkasa, Rilis Eka Pratama, Irvan Putra Pudjiastuti, Duwi Puguh Setiawan Rahmad Rahmad Rapitos Sidiq Rery Novio Ria Purnawian Sulistiani, Ria Purnawian Riani, Eka Oktarina Rieuwpassa, Sarmalina Rimadeni, Yeni Ritawati Ritawati Rizal Munadi Rizki Wan Okta Bina Rukman, Auliah Andika Rusnanda, Resky Rusyda, Arina Ilfa Santosa, Sigit Puji Saputra, Devi Satria Sari, Asrianti Resita Sari, Ranti Wulan Sastra, Hasan Yudhie Siregar, Yuanita Aprilandini Sismen, Andres Sitio, Roma Sri Mariya Sri Oktika Syahputri Suwardi Suwardi Syafri Anwar SYAHRIAL SYAHRIAL Syahrial, Syahrial Syamsuddin, Asniah Syamsuri, Andi Santri Taufik Taufik Taufiq A. Gani Teuku Yuliar Arif Teuku Yuliar Arif Titing, Williem Bernadus Umran, Munzir Vratiwi, Septiana Warnidar, Eka Wirda Hayati Wiwit Aditama Yahya, Rafiki Rahmat Yohana, Siti Yudha Nurdin Yudi Antomi Yudita, Annisa Yuwaldi Away Zainal, Zulfan Zakaria Zakaria Zalnofri, Zalnofri Zuhar Musliyana Zuhar Musliyana, Zuhar Zulfikar Zulfikar Zulhelmi .