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All Journal Jurnal Masyarakat Informatika Jurnal Teknologi dan Manajemen Informatika Teosofi: Jurnal Tasawuf dan Pemikiran Islam Journal of Aquatropica Asia Jurnal Intelektualita: Keislaman, Sosial, dan Sains Bunayya : Jurnal Pendidikan Anak Jurnal Studi Agama dan Masyarakat Measurement : Jurnal Akuntansi HISTORIA: Jurnal Program Studi Pendidikan Sejarah Jurnal Obsesi: Jurnal Pendidikan Anak Usia Dini Religi�: Jurnal Studi Agama-agama FOKUS: Jurnal Kajian Keislaman dan Kemasyarakatan AL-ATHFAAL : JURNAL ILMIAH PENDIDIKAN ANAK USIA DINI Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control AL-ATHFAL : JURNAL PENDIDIKAN ANAK SEIKO : Journal of Management & Business Owner : Riset dan Jurnal Akuntansi JURNAL PENDIDIKAN TAMBUSAI Jurnal Pelita PAUD Jurnal Basicedu JURNAL PERTANIAN Aulad : Journal on Early Childhood Edumaspul: Jurnal Pendidikan Saintifik : Jurnal Matematika, Sains, dan Pembelajarannya Minda Baharu Generasi Emas: Jurnal Pendidikan Islam Anak Usia Dini EDUKATIF : JURNAL ILMU PENDIDIKAN Al-Ta'lim Jurnal PAI Raden Fatah Serambi Saintia : Jurnal Sains dan Aplikasi GOLDEN AGE: JURNAL PENDIDIKAN ANAK USIA DINI Al-Fatih: Jurnal Pendidikan dan Keislaman Math Educa Journal Turast: Jurnal Penelitian dan Pengabdian Mudir : Jurnal Manajemen Pendidikan JURNAL MUTIARA AKUNTANSI Perspektif Pendidikan dan Keguruan Instructional Development Journal SCAFFOLDING: Jurnal Pendidikan Islam dan Multikulturalisme Jurnal Sistem informasi dan informatika (SIMIKA) Equals : Jurnal Ilmiah Pendidikan Matematika Amalee: Indonesian Journal of Community Research & Engagement International Journal of Zakat (IJAZ) Jurnal Ilmu Pendidikan Islam AS-SABIQUN: Jurnal Pendidikan Islam Anak Usia Dini At-Tajdid : Jurnal Pendidikan dan Pemikiran Islam Jurnal Al-Taujih : Bingkai Bimbingan dan Konseling Islami Jurnal Teknik Informatika (JUTIF) MURHUM : JURNAL PENDIDIKAN ANAK USIA DINI JURNAL RECTUM: Tinjauan Yuridis Penanganan Tindak Pidana Jurnal Anak Usia Dini Holistik Integratif (AUDHI) Jurnal Kinerja Kependidikan (JKK) Vocational : Jurnal Inovasi Pendidikan Kejuruan Nusantara: Jurnal Pendidikan Indonesia MARISEKOLA: Jurnal Matematika Riset Edukasi dan Kolaborasi ARRUS Journal of Social Sciences and Humanities An-Nuha : Jurnal Pendidikan Islam Kognitif: Jurnal Riset HOTS Pendidikan Matematika ALACRITY : Journal Of Education Afeksi: Jurnal Penelitian dan Evaluasi Pendidikan Education Achievement: Journal of Science and Research Jurnal Pengabdian Kepada Masyarakat Patikala Al-Hanif: Jurnal Pendidikan Anak dan Parenting Indo-MathEdu Intellectuals Journal Participative Journal (PJ) : Jurnal Pengabdian Pada Masyarakat Al Khidma: Jurnal Pengabdian Masyarakat JCP (Jurnal Cahaya Pendidikan) Fakultas Keguruan dan Ilmu Pendidikan Kumarottama : Jurnal Pendidikan Anak Usia Dini Jurnal Puan Indonesia Jurnal Pengabdian Pada Masyarakat Indonesia (JPPMI) Jurnal Agroteknologi Pertanian dan Publikasi Riset Ilmiah (JAPPRI) Pedagogy : Jurnal Pendidikan Matematika Biram Samtani Sains Jurnal Ilmu Sosial dan Humaniora Edu Society: Jurnal Pendidikan, Ilmu Sosial dan Pengabdian Kepada Masyarakat PEMA: Jurnal Pendidikan dan Pengabdian Kepada Masyarakat Mudabbir: Journal Research and Education Studies Dedikasi: Jurnal Pengabdian Kepada Masyarakat Jurnal Basicedu Tsaqofah: Jurnal Penelitian Guru Indonesia YASIN: Jurnal Pendidikan dan Sosial Budaya Journal of Artificial Intelligence and Digital Business Jurnal Sastra Indonesia Ar-Raihanah: Jurnal Pendidikan Islam Anak Usia Dini Priviet Social Sciences Journal Sintaks: Jurnal Bahasa dan Sastra Indonesia Jurnal Pengabdian Masyarakat Bangsa Realible Accounting Journal Solo International Collaboration and Publication of Social Sciences and Humanities Jurnal Pendidikan Kimia Unkhair (JPKU) ARRUS Jurnal Pengabdian Kepada Masyarakat Journal of Islamic Education Students Indonesian Journal of Early Childhood Educational Research Asian Journal of Early Childhood and Elementary Education Pedagogik : Jurnal Pendidikan dan Riset Journal Education And Islamic Studies Jurnal Ar Ro'is Mandalika (Armada) Jurnal Hasil-Hasil Pengabdian dan Pemberdayaan Masyarakat (JHP2M) MOMENTUM : Jurnal Sosial dan Keagamaan Jurnal Pelita PAUD SCIENTIA JOURNAL : Jurnal Ilmiah Mahasiswa Jurnal Wicara Desa Al Fitrah: Journal Of Early Childhood Islamic Education
Khadijah Khadijah
Universitas Islam Negeri Sunan Ampel Surabaya
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Journal : Jurnal Teknik Informatika (JUTIF)

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An Efficient Model for Waste Image Classification Using EfficientNet-B0 Kurniawan, Teofilus; Khadijah, Khadijah; Kusumaningrum, Retno
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 3 (2025): JUTIF Volume 6, Number 3, Juni 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.3.4417

Abstract

Waste management remains a significant challenge, particularly in developing countries. To address this issue, artificial intelligence can be leveraged to develop a waste image classifier that facilitates automatic waste sorting. Previous studies have explored the use of Convolutional Neural Networks (CNNs) for waste image classification. However, CNNs typically require a large number of parameters, leading to increased computational time. For practical applications, a waste image classifier must not only achieve high accuracy but also operate efficiently. Therefore, this study aims to develop an accurate and computationally efficient waste image classification model using EfficientNet-B0. EfficientNet-B0 is a CNN architecture designed to achieve high accuracy while maintaining an efficient number of parameters. This study utilized the publicly available TrashNet dataset and investigated the impact of image augmentation in addressing imbalance data issues. The highest performance was achieved by the model trained on the unbalanced dataset with the addition of a Dense(32) layer, a dropout rate of 0.3, and a learning rate of 1e-4. This configuration achieved an accuracy of 0.885 and an F1-score of 0.87. These results indicate that the inclusion of a Dense(32) layer prior to the output layer consistently improves model performance, whereas image augmentation does not yield a significant enhancement. Furthermore, our proposed model achieved the highest accuracy while maintaining a significantly lower number of parameters compared to other CNN architectures with comparable accuracy, such as ResNet-50 and Xception. The resulting waste classification model can then be further implemented to build an automatic waste sorter.
Garbage Image Classification Using Deep Learning: A Performance Comparison of InceptionResNetV2 vs ResNet50 Rismiyati, Rismiyati; Situmeang, Axelliano Rafael; Khadijah, Khadijah; Endah, Sukmawati Nur
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 4 (2025): JUTIF Volume 6, Number 4, Agustus 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.4.4770

Abstract

Garbage problem is a worldwide problem. Efforts to address garbage problem have been performed in several aspect, including automatic garbage classification to support automatic garbage sortation in small scale. In the field of garbage classification, deep learning has been widely used because of its ability to learn feature and also to classify with high accuracy.  Several promising architectures in deep learning such as ResNet50 and InceptionNet have been used for this classification task. InceptionResNet is introduced to combine the strength of both architectures. This research aims to classify Garbage Classification data set which consist of 15150 images from 12 classes by using InceptionResNetV2 architecture. In addition, experiment by using ResNet-50 is also performed to provide comparison of its performance. During experiment, Hyperparamater tuning was performed, namely the learning rate, dropout rate, and the number of neuron in the dense layer. The results show that InceptionResNetV2 outperform ResNet50 in all scenarios. This architecture is able to achieve highest accuracy of 97.54%.  Even though the classification time is longer for InceptionResNetV2, this finding is able to prove the outstanding performance of InceptionResNetV2 in garbage classification. This study contributes to the field of garbage classification by introducing robust and better model for better classification.
Co-Authors A.B. Susanto Abd Haris Nasution Abd Rahman, Abd Rahman Abid Ramadhan Abu, St. Hayatun Nur Afifa, Aulia Ahmad Zaki Ahmad Zaki Aini, Aisyah Qurrotul Aisyah, Vania Nurina Aju, Charmiyanti Nurkentjana Akhmad Rizali Akhyar, Muaddyl Al Rieza, Irfaul Risqoh Alfarizi, Abdulloh Alimuddin, Fauziyyah Alwi, Wildan Amalia Hasibuan, Citra Amrin, Irfan Pratama Amrullah Amrullah Ananda, Adiski Dwi Andi Auliya Ramadhany Andi Hidayatul Fadlilah Andi Ismudiah Padasasih Andika, Rahmat Ramatul Anisa, Nurul Anjani, Tiara Puspa Annisa Annisa Ansyah, Ridho Ardiansyah Kurniawan Arief, Asmawaty Arif Arif Asma, Muthiah Asmaiwaty Arief Asri Ramadhani, Dinda Astuti, Wiwik Wiji Aurina, Lya Ayu Nadira Wulandari Ayu Rahayu Azizah, Muthia Azrul, Azrul Azzahra, Syifa Baharuddin Baharuddin Barli Kifli Baru Harahap Bawono, Marastika Wicaksono Aji Br Purba, Neni Marlina Br Tarigan, Dea Surabina Budianti, Yusnaili Budiarti, Dwi Budiningsif, Iffah Budiyono Budiyono Burhami, Harfani Buulolo, Ayu Linsa Chairani, Vivi Choiriyati, Nur Cindy Cinthia Daulat, Daulat Daulay, Lily Sardiani Daulay, Sholihatul Hamidah Delvia, Elyca Derti, Seswi Dewi, Siti Rahma Diah Syahfitri, Siska Diniyatushoaliha, Ainun Dirsa, Andika Djam’an, Nurwati Dwi Febrianti, Dwi Dzaki, Hanuun Edy Suharto Elminaliya Sandra Erfiani Sedia, Maria Ermita Ermita Eva Lestari Faisal Faisal Fajar Arwadi Fajri, Ilal Fakhrana, Ayu Fandi Ahmad Fathoni, Rohiana Fauza Masyhudi, Fauza Febriani, Suci Ramadhanti Ferdila, Ferdila fitria ningsih Fransiska, Debby Gusmaneli Gusmaneli Gusril Gusril Habibi, Soni Hairunnas, Hairunnas Hamidah Daulay, Sholihatul Handayani, Ayu Handayani, Ega Putri Handayani, Fitra Hanif Hasan Harahap, Hotma Sari Harahap, Masyitah Addina Harahap, Salamiyah Nur Hakim Hasan Hasan HASANAH, NOR IZATIL Hasanah, Rizatul Hasanah, Sofwah Hasibuan, Humaidah Br. Hayatun, Afrizha Tri Hendra Saputra Hidayat, Febryan Hisyam Ihsan Ilham Minggi Illahi, Rilci Kurnia Ilmia, Raudotul Ilpi Zukdi Indar Rahman, Khofifah Intan , Wirninda Iqbal, Mhd. Irmayanti, Azizah Putri Istiarini, Yunita Jamiat, Ahmad Jesicha Dwi Fatika Sari Juliana Batubara Juniarti, Intan Khadijah Khairani, Winda Khairunnas, Khairunnas Khanati, Olivia Khasanah Khasanah Konadi, Sarwan Kurniawan, Teofilus Laila, Nur Isra Laili , Nur Isra Latifah Latifah Laukum, Melania Liani, Ahyani Mirah Liestianty, Deasy Lindiatika, Lindiatika Lista, Dona Liza Nasution, Nurul Lubis, Herlin Syahdina Lubis, Latifahanum Lubis, Ramadhan Lubis, Ramadhan Lukitanigsih, Lukitanigsih Luqman Hakim Handoko Maftukhah, Weni Maisarah Maisarah, Maisarah Mar Athul Wazithah T. Marhamah Marhamah Marina Harahap, Ida Marpaung, Herman P Maryanti Maryanti Masni Masni Masyudi Masyudi Matondang, Salsabila Maulana, Febrian Maya Richmayati Maya Yusnita Merlin Merlin, Merlin Miftahul Jannah Milya Sari Mochamad Sanwasih Mubarok, Luthfi Adli Mufti, Zulfi Aulia Muh. Zainal Pratama Muhammad Halfi Indra Syahputra Muhammad Syahril Muin Ishak, Wail Mukhtar, Muhammad Kamil Mulyadi Mulyadi Mulyono Mulyono Mustika, Ita Mustika, Ita Mustika Musyarapah, Musyarapah Mutiara, Yolanda Mutmainnah, Nadia NA, Charmiyanti Nabila, Wadhhah Nabilla, Feyola Nadillah Selian, Suci Nadya, Khoirun Nasir, Norma Nasrullah Nasrullah Nasution, Annisa nasution, candri wulan Natasha, Adinda Nayla Zaskia Siregar, Fatimah Nelawati, Sasmi Nelwati, Sasmi Nikmah, Askura Noviyanti, Indah Nur Hikmah, Alya Nur Isra Laili Nur Khasanah Nur Salum, Raisa Nur Wulandari Nurbayanti, Nishfu Nurcahyani, Anggita Nurfadhilah AM Hindi, Alfiah Nurfarida Deliani Nurhidayat Nurhidayat Nurpadilah, Dandi Rajki Nursalum, Raisa Nurul Amelia Nurul Azmi, Nurul Nur’aini, Nur’aini Octavia, Nurfitria Oktariani, Dini Pasaribu, Rodiyah Patuzahra, Sabrina Pelliyezer Karo Karo Permatasari , Mustika Pohan, Amir Hamzah Pramesta, Zulfan Andrya Pratiwi, Sindi Priyo Sidik Sasongko Puadah, Popi Putri Manik, Anisa Putri, Azriasih Rahayu, Asmi Lidya Pradipta Rahayu, Meita Sekar Rahma, Alifia Nur Rahman, Nurul Aulia Rahmatul Husna, Rahmatul Rahmawati, Rahmawati Rahmita, Nelly Rakhmawati, Fibri Rangkuti, Ibrahim Rauf Reksi, Ni Kadek Dwi Okta Virana REMISWAL REMISWAL Resmi, Mega Mesra risaldi, risaldi RISMIYATI RISMIYATI Risnawati Risnawati Rita Rita, Rita Ritonga, Hajijah Adelina Rivdya Eliza Robingatin Robingatin Rosalina, Olyfia Rosmiati Rosmiati Rosniati Hakim Rozana, Salma Sabar, Sumiyati Safina, Nila Safitri, Aishwara Nurul Sakhinah, Urmila Salsabila, Dina Samad, Samad Samosir, Rosauli N. Sandra , Elminaliya Sandria, Muhammad Yaries Saputra, Edi Eka Saputra, Prayoga Saputra, Whin Themas Mico Saragih, Atika Angriani Sari, Neti Kumala Sari, Noorkomala Sari, Sinta Affriliana Sari, Siti Sarah Sarmila, Anita Sarmini Sarmini Sartika, Tiara Sasmi Nelwati Sembiring, Rinawati Shantika Ahya, Clara Siallagan, Lasenna Sidjara, Sahlan Simanullang, Rouli Siregar, Dame Siregar, Jihan Fadiyah Fitri Siregar, Nurul Hidayah Sitompul, Indah Nurita Sitorus, Ahmad Syukri Sitorus, Junida Fitriani Situmeang, Axelliano Rafael Sri Wahyuni St. Hayatun Nur Abu Sujaka, Sujaka Sukmawati Nur Endah Sumarman, Benni Sunarsih Sunarsih Sunya, Astri Syakira Sutamrin, Sutamrin Sya'adah, Miftahu Syahfitri, Siska Diah Syahfutra, Bayu Rahman Syahpitri, Anti Pebriani Syamsi Syamsi Syarif, Marhamah Syifa Fauziah Syifa, Aina Syukri Sitorus, Ahmad Tawardi, Tawardi Tengku Riza Zarzani N Tilawarni, Beti Tsaqiif, Zahraan Dzakii Ulfa, Fadillah Ulfah, Maulidani Usman Mulbar Uswatun Hasanah Utami, Vira Putri wahyuni wahyuni Wahyuni, Ade Sri Wardana, Wisnu Ahmad Winanda, Tiara Wiranda, Aditya WIYANTI WIYANTI, WIYANTI Wulan Suci, Rizki Wulandari, Utari Yani, Rahma yanti, Sastri deka Yasin, Moh. Fahri Yunita, Dinda Yunita, Rahmi Yunita, Zahra Yusniati, Baiq Kayul Putri Zulfirman, Rony Zulmuqim Zulmuqim, Zulmuqim