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Dilated residual U-Net for vegetation detection from high resolution drone aerial imagery Luthfi Ramadhan, Mgs. M.; Maulana, Rizal; Syamsul Khalid, Lalu
Indonesian Journal of Electrical Engineering and Computer Science Vol 42, No 1: April 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v42.i1.pp115-122

Abstract

Vegetation plays a vital role in regulating air quality and mitigating climate change by converting carbon dioxide into oxygen. However, ongoing human activity continues to degrade vegetation ecosystems, necessitating scalable and accurate monitoring methods. Traditional field-based statistical approaches are often costly and inefficient. This study proposes a deep learning model, dilated residual U-Net, for semantic segmentation of vegetation from drone-acquired aerial imagery. The model incorporates residual connections to reduce infor mation loss and dilated convolutions to enhance receptive field coverage with out increasing computational cost. Experiments conducted on the DroneDeploy Segmentation dataset demonstrate that the proposed model achieves a Dice co efficient of 0.4451 with an inference speed of 0.0675 seconds per image, outper forming baseline U-Net and Residual U-Net models. These results highlight the potential of lightweight, CNN-based architectures for environmental monitoring in resource-constrained settings.
Co-Authors AA Sudharmawan, AA Afifah, Fitri ahmad arifin Ahmad, Lia Fauziyyah AKHMAD FAOZI Al Fithri, Arsy Al Hafitsyah, Elha Alfiana Alfiana Allaam, Fakhrul Alya Afifah, Isma Aminulloh, Ali Andrea Sumarah Asih Anggi Hermawan Ar Rachman, Hajar Chair Ardian, Oggi Heical Asnami, Asnami Asrof Fitri, Ahmad Assalam, Syarif Bagus Gilang Pratama, Bagus Gilang Barlian Henryranu Prasetio Bere, Gracensia Caesardi, Muhammad Rheza Dahnial Syauqy Darlahanus, David Darma, Mega Putri Aulia Dhaifullah, Muhammad Najmi Diniah, Amalia Do’o, Ricko Rivaldo Ruben Edita Rosana Widasari, Edita Rosana Eko Darmanto Eko Setiawan Fadhilah, Fitri Aulia Farid Rizayana Fillah, Akbar Syah Firman, Agus Fitri Al Husna, Anisa Fitri Annisa, Wina Gunawan Hadi Riswanto, Teguh Hafid, Anggun Abdul Hanifah, Isnaini Nurul Hasanah, Rika Nurul Hengky Pramusinto Hermi Yanzi Hurriyatul Fitriyah, Hurriyatul Husain, Muhammad Saddam Ihza Ikrawan, Yusep Ilmar Fandini, Salsabilah Ilmi, Anida Maysah Indasah Irawan, Atok Irvan Iswandi Ismiasih, Ismiasih Jannah, Ana Sofana juwita sari Kamila, Nisrina Cahya Khasanah, Anisa Fikriatun Khasanah, Rubayyi Khoerunnisa, Lena Melinda Khoirunnisaa, Salma Kota, Reynaldus Sean Kurniawati Kurniawati Kusumaningtyas, Nia Kusumawardhani, Khalyssa Putri Laksono Trisnantoro Larasati, Azzahra Legowo, Deni Prastiyo Luthfi Ramadhan, Mgs. M. M. Ali Fauzi M. Ulil Absor, M. Ulil Ma'arif, Anang Maulidiyawati, Vivi Nur Maysah Ilmi, Anida Mokoagow, Fahrul Nurfajri Mubaroq, Fikri Faiz Mufidah Mufidah Mufidah, Oktafiya Rohmatul Muhamad, Rizal Muhammad Arifin Muhtaji, Ahmad Mukarromah, Lu’luil Munhamir, Muhammad Muslim, Asep Aziz Nabela Mar’atus Sholehah Nudin, Khabib Ihsan Nugrahani, Fransiska Herningtiyas Ayu Nugroho, Muhammad Bintang Nur Haqilah Rosidah Nurdiansah, Erdin Nurhayati Nurhayati Nurul Fitria, Laela Nurul, Gianita Oggi Heicqal Ardian Oktafianto, Hasbi Dwi Oky Supriadi Padila, Hajmi Ahmad Perwito, Perwito Pratama, Erlanga Aditya Pratama, Erlangga Aditya Pratami, Mardiah Prawoto, Imam Purnama, Derik Rizki Purwati, Annisa Diah Putra Pandu Adikara Putra, Gilang Rochmadi Qowiyyuddin, Tsabit Rahmanawati, Ainin Rahmatan Lil Alamin, Panji Rahmawati, Nopiyanti Ramadhani, Fauziah Randy Cahya Wihandika Ratanasari, Dittha Rekyan Regasari Mardi Putri, Rekyan Regasari Mardi Resna Trimerani, Resna Rianto, Ibnu Ridayati Ridayati Riyanto, Tommy Rizqi Prastowo Robby Fulki Almadani Rojak Samsudin, Agus Rosidah, Nur Haqilah Sa’adah, Alfinur Insaniyati Umi Sabrina, Anisa Samsudin, Agus Rojak Saraswati, Nala Sely Novita Sari Setiani, Fadila Bela Setiono, Ari sianturi, faldi daud suiyoso Siswahyudianto Siti Nurhayati Sofana Jannah, Anna Sogar, Aris Umbu Soru Sulton, Adam Sunarya, Fitri Rachmiati Suprhatin, Sholikah Supriyadi, Tedi Susanti Susanti Syafi'i, Moch. Syafi’i, Moch. Syamsul Khalid, Lalu Thomas Gozali Trianita, Dinda Thalia Triyanto, Aripin Utaminingrum, Fitri Utari, Cut Eka Verdianto, Verry Widaningsih Widaningsih, Widaningsih Wulandari, Sintya Yobel, Felix Yuita Arum Sari Yuliyani, Zilha Yuningsih, Miranti Arum Yusman Taufik, Yusman Zahra, Aslim Lu’luiz Zubairi, Achmad