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Muhammad Nasir
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Perbandingan Klasifikasi Jenis Sampah Menggunakan Convolutional Neural Network Dengan Arsitektur ResNet18 dan ResNet50 Christin Evasari Nainggolan; Muhammad Nasir; Fatoni; Devi Udariansyah
Computer Science Research and Its Development Journal Vol. 16 No. 1 (2024): February 2024
Publisher : LPPM Universitas Potensi Utama

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Abstract

Complex problems occur in dealing with waste, both in developing and developed countries, such as Indonesia. According to data from the Ministry of Environment and Forestry, in 2022 the total waste pile will reach 34,439,338.12 tons per year. In this research, machine learning will be used by comparing CNN architecture, ResNet18 with ResNet50, for the classification of waste types. This research uses 2527 images of garbage image data consisting of 6 classes, namely cardboard, glass, metal, paper, plastic and trash. Convolutional Neural Network is a component of the Deep Neural Network method that has the ability to identify objects in images with a high level of complexity. From the ResNet18 model test in this study, the accuracy was 98.69% and the test results on ResNet50 resulted in an accuracy of 99.41%. The precision and recall results of both models reflect excellent performance and accuracy of around 99%. So it can be concluded that both CNN models, ResNet18 and ResNet50, have excellent performance in classifying garbage images.
Co-Authors - Burhanuddin . Arisa . Nurcaya . Rusman Abd Jamal ABDUL GANI Abdul Gani Abdul Halim Ali Abdul Hayyi Al Kattani Abdullah A. Muhammadar Abubakar Hamzah Adinda Adinda Adiv Rama Salvayer Adrianti Adrianti Afni Riskiyani AGUS SETIAWAN Ahmad Harjono Ahmad Yani Akhri Dian Suci Maulida Ana Fatmawati Annur Miftahul Jannah Anung Alhamat Anwar Anwar Aras Larasati Asdar Dollo Asmawati Asmawati Asril Abdullah Asrizal Awanis Ilmi Ayu Wahyuni Ayuwandirah Ayuwandirah Azhar Azhar Baharuddin Dammar Buhaerah Bunga Ambariani Christin Evasari Nainggolan Cilla Sundari Cut Maulida Rahmah Cut Wita Ismail Daeng Ayub Dalil Sutekad Darmawanto Darmanto DEVI UDARIANSYAH Dinda Yulia Darsa Dolly, Fajar Ifan Dwi Meilvinasvita Ellisa Masittah Enikarmila Asni Erda Fatriana Eva Dayanti Faisal Abdullah Faisal Abdullah Fakhruddin Z Fakriah Fakriah Farmasari Farmasari Fatoni Fauziah Fauziah Feri Antoni Fhia Indriani Saputri Fitri Sukma Sari Fivi Efendi Galuh Trioktafiani GUSRIANI GUSRIANI Hamdani Hamdani Hanung Adi Nugroho Hari Toha Hidayat Hari Toha Hidayat Hayaturrachmah Hayaturrachmah Helvi Musdarlia Hendar Sudrajad Hendar Sudrajat Herdiana Herdiana Herman Herman Herry Andika Huzaimah Auda Ibnu Khaldun Ibrahim Ibrahim Iman Zewanto Indah Raya Indrawati Indrawati Insyafrijal Insyafrijal Irfandi, Rizal Isjoni Isjoni Ismi Amalia Isra Adelya Izzati Izza Hazhiyah Jasmi Jasmi Jasmin Jasmin Joko Susanto Jumadil Saputra Karina Utami Kartika Jannah Khairun Nisa Khairunnisa Putri Lianti Lianti Lilly Haslinda Lizma Febrina Lola Yusra Yulfida M Chotib M Dian Wahyudi M. Idham Shilman M. Rahmad ' M. Rahmad M. Rahmad M.Nor ' Maria Ulfah Marwati Marwati Marzuki Marzuki Mayasari Wulandini Ma’aruf ' Meriska Afryani Misbahul Jannah Mohd. Nur Syechalad Muawwana Muawwana Muh. Ajwad Musdar Muhajir Muhajir MUHAMMAD AMIR MASRUHIM Muhammad Haikal Muhammad Nasir Muhammad Nor Muhammad Nur Muhammad Rafli Muhammad Sahal Muhammad Syafi’i Muhammad Syahroni Muhammad Syuib Mukhlis Mukhlis Mulia Sari Munira Munira Munira Munira Mursalim Mursalim Mursyidah Mursyidah Mutiara Rahmadani Putri Nadya Putri Nelly Safitri Nida’ul Munafiah Noni Zakiah Nova Eliza Nova Julianti Nur Azizah Nur Caya Nur Islami Nurcaya Nurcaya Nurcaya, N Nurhadaya Nurhadaya Nurhanifa Nurhanifa Nurjaya Nurjaya Nursyalina Nursyalina Nurul Aliah Nurul Masyithah Nusran Nusran Nyoman Sridana Rachmawati Rachmawati Rahayu Fitri Rahimah Khairi Isfani Rahman Bimantara Rahmawati ' Raja Masbar Rejeki Geubrina Putri Rezki Amelia Rika Annisa Rina Kemala Sari Rini Handayani Rini Handayani Rizal Akbar Hutagalung Rizkia Fazira Ros Anita Kartini Mohamed Rosti Maidar Rusdy Rusdy Ruslang, Ruslang Rusydi Rusydi Safaruddin Said Muhammad Samsul Bahri Sartika Noviyanti Br Simatupang Satriananda Satriananda Siti N. Fajri Siti Raizah Siti Suhartina Sitti Hadijah Sitti Wardah Hanafie Das Slamet Tarno Sofyan Syahnur SOVIETI SOVIETI Sri Wahyuni Suarman Suarman Suci Rahma Utari Suhartono Suhartono Sulistiani Jarre Suredah Suredah Susilawati ' Syafruddin Syafruddin Syahida Djasang Syahrul Purnawan Tarjo Tarjo Teuku Rihayat Trama Wigraha Ginting Valina Yolanda Viqqi Kurnianda Yasin, Nurfatwa Andriani Yassir Achmad Yetti Tri Putri Yorsi Salfutri Yuhardi Fathurrahman Yulia ' Zaenal Abidin Zainal A. Muchlisin Zuhdi Ma’aruf Zuhdi Ma’ruf Zukri Hanafi zulhelmi zulhelmi