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All Journal Jurnal Akuntansi & Auditing Indonesia Jurnal Paradigma Ekonomika Jurnal Teknologi Jurnal Konstruksia SAMUDERA Jurnal Informatika dan Teknik Elektro Terapan JURNAL PENDIDIKAN EKONOMI: Jurnal Ilmiah Ilmu Pendidikan, Ilmu Ekonomi dan Ilmu Sosial Ikonomika : Jurnal Ekonomi dan Bisnis Islam Sistemasi: Jurnal Sistem Informasi Forum Ekonomi : Jurnal Ekonomi, Manajemen dan Akuntansi JOURNAL OF APPLIED INFORMATICS AND COMPUTING JURNAL SERAMBI ILMU Jurnal Pertanian Agros Iseedu: Journal of Islamic Educational Thoughts and Practices Jurnal Infomedia JURIS (Jurnal Ilmiah Syariah) Journal of Humanities and Social Studies MAJAMATH: Jurnal Matematika dan Pendidikan Matematika Jurnal Dedikasi Pendidikan Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming M A T H L I N E : Jurnal Matematika dan Pendidikan Matematika Pena Justisia: Media Komunikasi dan Kajian Hukum JURNAL PERIKANAN TROPIS Jurnal Sains Riset Jurnal Sosial Humaniora Sigli Community Development Journal: Jurnal Pengabdian Masyarakat Al-Mudarris : Jurnal Ilmiah Pendidikan Islam Sricommerce: Journal of Sriwijaya Community Services Management of Zakat and Waqf Journal (MAZAWA)) Ekonomica Sharia: Jurnal Pemikiran dan Pengembangan Ekonomi Syariah Journal of Earth and Marine Technology (JEMT) International Journal of Engineering, Science and Information Technology Jurnal Pendidikan Matematika Unpatti TATOHI: Jurnal Ilmu Hukum Jurnal Pendidikan Teknik Sipil (JPTS) Jurnal Riset dan Inovasi Pembelajaran MALLOMO: Journal of Community Service Jurnal Hurriah: Jurnal Evaluasi Pendidikan dan Penelitian Jurnal Tika Kognitif: Jurnal Riset HOTS Pendidikan Matematika Education Enthusiast : Jurnal Pendidikan dan Keguruan Malikussaleh Journal of Mechanical Science Technology Andalasian International Journal of Applied Science, Engineering, and Technology AKM: Aksi Kepada Masyarakat Jurnal Janitra Informatika dan Sistem Informasi Share: Jurnal Ekonomi dan Keuangan Islam Bureaucracy Journal : Indonesia Journal of Law and Social-Political Governance Pedagogy : Jurnal Pendidikan Matematika Al-Tijary : Jurnal Ekonomi dan Bisnis Islam Jurnal Teknologi Terapan and Sains 4.0 Aceh Journal of Community Engagement (AJCE) J-ABDIPAMAS (Jurnal Pengabdian Kepada Masyarakat) Indonesian Research Journal on Education Saree : Research in Gender Studies Jurnal Kedokteran Hewan JURNAL KESEHATAN YAMASI MAKASSAR Jurnal Penyakit Dalam Indonesia Al Ghafur : Jurnal Ilmiah Pengabdian Kepada Masyarakat MEUSEURAYA : JURNAL PENGABDIAN MASYARAKAT Neraca: Jurnal Ekonomi, Manajemen dan Akuntansi BANDWIDTH: Journal of Informatics and Computer Engineering AHSAN: Jurnal Dakwah dan Komunikasi Tarsius: Jurnal Pengabdian Tarbiyah, Religius, Inovatif, Edukatif dan Humanis Kanun: Jurnal Ilmu Hukum AHDÃF: Jurnal Pendidikan Agama Islam Jurnal Malikussaleh Mengabdi Jurnal Ilmu Pengetahuan dan Teknologi Bagi Masyarakat Journal Artificial: Informatika dan Sistem Informasi Ar Rehla: Journal of Islamic Tourism, Halal Food, Islamic Traveling, and Creative Economy ZONA: Jurnal Pengabdian Masyarakat PENG: Jurnal Ekonomi dan Manajemen Biokatalis: Jurnal Ilmu Biologi dan Pendidikan Biologi Jurnal Perikanan Terpadu JIMMI: Jurnal Ilmiah Mahasiswa Multidisiplin Amwaluna: Jurnal Ekonomi dan Keuangan Syariah
Taufiq Taufiq
Dosen Pendidikan Fisika FKIP Universitas Sriwijaya, Sumatera Selatan, Indonesia
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Journal : Jurnal Informatika dan Teknik Elektro Terapan

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ANALISIS PENGARUH TINGKAT AKURASI KLASIFIKASI CITRA MEBEL MENGGUNAKAN CONVOLUTIONAL NEURAL NETWORK Alqhifari, Azka; Nurdin, Nurdin; Taufiq, Taufiq
Jurnal Informatika dan Teknik Elektro Terapan Vol. 13 No. 2 (2025)
Publisher : Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jitet.v13i2.6199

Abstract

Furniture is a household necessity that serves to complement a room. The design models of furniture are varied, ranging from general or mass-market designs to those made for specific needs. Sofas, tables, chairs, swivel chairs, TV cabinets, wardrobes, beds, and bookshelves are the items analyzed in this study. The fact that there are always more and better furniture models available is one of the reasons the researcher chose these furniture items. The goal of furniture object classification is to help categorize objects automatically, making it easier for users to quickly search for the furniture products they want, and the system can recommend items based on the classification results. This study uses 3 architectures with 3 testing scenarios. The architectures used are MobileNetV1, ResNet-50, and VGGNet-19. Scenario S1 uses image dimensions of 128x128 with 50 epochs, scenario S2 uses image dimensions of 128x128 with 100 epochs, and scenario S3 uses image dimensions of 128x128 + grayscale with 50 epochs. The accuracy results are differentiated according to the scenarios used, namely S1, S2, and S3. The detailed accuracy results are as follows: Scenario S1 using the MobileNetV1 architecture achieved an accuracy of 94.31%. The highest accuracy in scenario S2 was also achieved with the MobileNetV1 architecture at 94.31%. For the highest accuracy in scenario S3, MobileNetV1 achieved an accuracy of 72.61%. The fastest computation time for S1 was 871.97 seconds, for S2 it was 1763.04 seconds, and for S3 it was 436.32 seconds. Among the three architectures used, MobileNetV1 stands out as the best architecture in terms of accuracy and classification speed in this study
Co-Authors ABDUL BASHIR, ABDUL Abdul Latief Abubakar Abubakar Achmad Soeharto Adnan, Nazeli Agam Thahir, Muhammad Ahmad, Andi AKHMAD NOOR Akramunnisa, Akramunnisa - Alchalil Alchalil Ali muhajir, Ali Alkhaidir, Alkhaidir Alqhifari, Azka Amaliah, Tadzkirah Amarullah, Amarullah Ananda, Faisar Anas Arfandi Andaiyani, Sri Andini, Andini Anik Kunantiyorini Anwar Anwar Aravik, Havis Ari Fahrial Syam Arief, Muyassir Arif, Muyassir Ariska, Nana Ariyandi, Zulham Asniar Asniar Asri Asri ASRIL ASRIL Asrita, Asrita Astia Putri Audy Audy Azhar, Zahroel Azwar Azwar Badriana, Badriana Bagio, Bagio Baharuddin, Muhammad Rusli Batubara, Maryam Bernadette Robiani Besse Herdiana Bongso, Saiful Bukhari Bukhari C Rinaldi A Lesmana Cakraningrat, Karisma Chairil Pratama Cucu Solihah Darmawi . Dedi Fariadi Denmar, Denmar Diana Setiawati Dirta Pratama Atiyatna Dwi Darma Puspita Sari Dwi Edi Wibowo Ery Wati Ezzerouali, Souad Ahmed Fadlisyah Fadlisyah Fajri, Maulidil Faliqul Isbah Fanani, Ahmad Aziz Faridi Faridi Farisya, Putroe Fatimatus Zahra, Fatimatus Fatwa, Islami Fikhri, Aditya Aziz Fitriani A , Fitriani A Fitriani Fitriani Hamidi Hamidi Hamira, Hamira Hardiana, Hardiana Harjomulyadi, Sarwono Hendrawan, Yoni Heriyanto Heriyanto hery saputra Humaedi Ichsan Hamidi Idrus, Muhammad Ainun Insani, Sri Ayu Inten Meutia Iqbal Iqbal Iqlima, Iqlima Irham Zaki Irwan Irwan Ishak, Zulkarnain Izzati, Nurul Jakfar, Sukandar Jumadi Jumadi Jumarniati, Jumarniati Junaidi Junaidi Lannyati, Niniek Lasido, Nur Allan M. Hatta Ma'rufi, Ma'rufi Maharani Maharani, Maharani Mahfud Sholihin Mahmud, Ihsan Mainan, Cut Marhayudi, Putut Maryana Maryana, Maryana Mashuri, Imam Maulana, Nora Maulida, Nanda Rizka Maulina, Suci Maulita, Maya Mega, H D Miftha Pratiwi Mila Safitri, Mila Mirunnisa Mirunnisa Mirunnisa, Mirunnisa Misraeni, Misraeni Muchlis Abdul Muthalib Muhammad Arif Muhammad Daud Muhammad Fikry Muhammad Ilyas Muhammad Yusuf Muhammad Zakaria Muhammad Zulham Muhibuddin Muhibuddin, Muhibuddin Mukhlis Mukhlis Mukhsinin, Iqbal Munar Munar Munirul Ula Murni Yuniwati, Murni Musriandi, Riki Mustakim Mustakim Napitupulu, Diana Ria Winanti Nasrah, Sayni Nazaruddin, Saiful Ni'ami, Mutimatun Niko Halpito, Fauzi Wahyu Nunsina, Nunsina Nur Khasanah Nur Rahmah Wahyuddin Nurdin Nurdin Nurdin Nurdin Nurhayati, Is Nurjannah Nurjannah Oslan Jumadi Pasalli, Hastria Pasaribu, Simon Alex Patmaniar, Patmaniar Patobun, Patobun Putra, Iwandikasyah Putra, Muhammad Deni Qhisthina Atikah Razali Razali Rosdiana Rosdiana Ruhama, Ruhama Ruhamah Ruhamah Saleh, Muhammad Arif Sami'an, Sami'an Santi Santi Sari, Cut Jora Sayuti, Muhammad Setiawan Setiawan Siraj Siraj Siregar, Zulfikar Ali Buto Sugito - Suhel Suhel Suhendro Suwarto, Suhendro Sukanto Sukanto Sukmawati Sukmawati Sumartan Sumartan Sumartono, Arief Muhammad Suparmin, Sudirman Suryaningsih, Nur Anny Syahputra, Angga Syahputra, Azhar Syahri, Alfis Syamsidah, Syamsidah SYAMSU ALAM Syukriah Syukriah, Syukriah Taufiqurrohman , A.H. Asari Tiyas Vika Widyastuti Trisna Trisna, Trisna Tuje, Ihzattul Faudzan Uyun, Nadirotul Wafda, Andi wahyuni wahyuni Waty, Eri Widya Putri Ramadhani Witri, Witri Yuliandari, Widyanti Yunisvita, Yunisvita Yuyun Yulianah Zamruddin Hasid Zulfikar Ali Buto Zulfikar Zulfikar Zuraida Zuraida Zuraidawati Zuraidawati, Zuraidawati Zurmiardi, Zulmiardi