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Journal : Jurnal Informatika

Comparative Optimization of EfficientNetB3, MobileNetV2, and ResNet50 for Waste Classification Agustiani, Sarifah; Haryani, Haryani; Junaidi, Agus; Putri, Rizky Rachma; Emiliana, Meutia Raissa
Jurnal Informatika Vol 12, No 2 (2025): October
Publisher : Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/inf.v12i2.27533

Abstract

Waste management has become a critical challenge in efforts to maintain environmental sustainability and public health. Poorly managed waste can cause environmental pollution, reduce quality of life, and complicate recycling processes. To address this issue, this study aims to classify waste based on images while optimizing several deep learning architectures, namely EfficientNetB3, MobileNetV2, and ResNet50, to identify the best model for waste classification. The research methodology includes data collection, preprocessing, data augmentation, model development, and performance evaluation using accuracy, precision, recall, and F1-score metrics. The dataset, obtained from the Kaggle platform, consists of 4,650 images divided into six categories: battery, glass, metal, organic, paper, and plastic. The results show that EfficientNetB3 with the Adam optimizer achieved the best performance, with accuracy, precision, recall, and F1-score all at 93%, followed by ResNet50 at approximately 91%, and MobileNetV2 ranging from 70–73% depending on the optimizer. The use of different optimizers was found to influence model performance, and data augmentation helped improve generalization, especially for classes with limited samples. Limitations of this study include the relatively limited dataset coverage. Future research is recommended to expand the dataset and explore alternative or hybrid architectures. These findings demonstrate the potential of deep learning–based systems in supporting sustainable waste management.
Co-Authors A.A. Ketut Agung Cahyawan W Adinda Putri, Adinda Putri Adnan Adnan Agus Irianto Agus Junaidi Agus Junaidi Agustiani, Sarifah Ahyaudin, Ahyaudin Aisyah, Nagita Histimuna Al Busyra Fuadi Al Kausar, Riski Alamsyah Harahap, Alamsyah Anggraeny, Enny Annisa Astrid Anugrahani, Romdha Anwar Senen Arif Rahman Mansur, Arif Rahman Arifn, Zaenal Artika Surniandari Arumningtyas, Fajar Aselia, Putri Asham Bin Jamaluddin Asrida Asrida, Asrida Astisyah, Andi Dian Aunurrahman Aunurrahman Aviria Ermamilia Azaki Khoirudin Bahagiya, Multika Untung Chairul Bariah Chanissa Purwaningrum Christantie Effendy Cindy Caroline Daniawan, Benny Danil, Mahyu Dedi Saputra Diah, Muhammad Dianda, Alya Maghfira Dwi Harjanto Dwi Listyorini Emiliana, Meutia Raissa Endang Ciptowati, Endang Endang Syahriani Era Triana Erawati, Wati Ezra Aditia Fachry Abda El Rahman Fadilah, Iwan Fardinan, Rolly Faturrohman, Faturrohman Febiana Kistianti, Febiana Febrianto, Aziza Restu Felisha, Angela Putri Ferdiananda Chadafi, Muhammad Firmansyah, Denny Fithriyyah, Yayu Fithriyyah, Yayu Nidaul Fitria, Annis Fitria, Erlin Fitriana, Cut Nadia Hadi, Sofian Wira Hajri, Zuhratul Halifah Pagarra Hamiidah, Shofia Nurmalita Hardiani, Sri Hartanto, Cahya Fajar Budi Hartanto, Cahya Fajar Budi Haryani Hasbi Heny Suseani Pangastuti Herwin Herwin, Herwin Hidayati, Baiq Nurul Huda, Samani - Humairah, Nurul I Nengah Tela I Nyoman Mangku Karmaya Indri Astuti Irzal, Ummul Aulia Iskandar Aziz Ismiyati Ismiyati Issy Yuliasri Iwan Stia Budi Januarius Mujiyanto Joko Siswanto Khairul Anwar Khalish, Gaviota Khudazi Aulawi Kumita, Kumita Kurniawan, Catur Kurniawati Kurniawati Kustanti, Anita Kusumah, Dadang Puja Larasati, Amira Lidya, Herlin M. Akbar M.I Mangkuwinata, Sonny Mangkuwinata, Denny Sumantri Mangkuwinata, Sonny M. Ikhsan Marison, Artian Ferry Mariyono Sedyo Winarso, Mariyono Sedyo Marlinda, Dwi Martani, Hersinta Retno Marzalina, Marzalina Maulida, Minati Muh. Yunus Muhammad Anwar Mulfakli, Mulfakli Mulyahati, Anuwari N, Ariesta Nara, Intan Permata Narni Tri Sulastri, Narni Tri Nugrahani, Romdha Nuristiana, Nuristiana Nurmasari, Anita Nurul Hidayati Pertiwi, Sri Endah Pipit Rusmandani, Pipit Pramesti , Selviana Dewi Priatno, Priatno Purwaningrum Purwaningrum, Purwaningrum Putri, Rizky Rachma R, A. Rahmadana Raeni N, Raeni Rahayu Condro Murti Rahmawati, Yusi Randa M, Asty Ratna Kurnia Dewi Retno Muriyani, Retno Rimba, Lovely Grace Rini Mutahar Rita Erlina, Rita Romadonika, Fitri Rudi Hartono Rusli, Marzalina Safitri, Rias Pratiwi Safrina, Emi Saifudin, I Made Moh. Yanuar Sakura, Royanna Seftiyani, Friska Siswi Kusumadewi S, Siswi Sri Ratna Widyowati, Sri Ratna SRI SETIYARINI, SRI Sri Warsini Sugeng Priyanto, Sugeng Suhardi Aldi Sutono Sutono Suwondo Suwondo Syafruddin Syafruddin Syafryadin, Syafryadin Syah, Nuhasan Syahirul Alim syahriani, endang Thoyibah, Zurriyatun Tjitjih Kurniasih, Tjitjih TRI PRABOWO Tulutfiah, Besse Afidah Uki Noviana Ulhusni, Annisa Wahyudin Wahyudin Wanti, Ipang Fitria Winarno, Pujo Winarto, Agung Tri Wulandari, Luh Putu Lila Wuri Wuryandani Yeni Fitri, Yeni Fitri Zahara, Mutiara Zakiyyah, Salma Zarimah, Zarimah