Article Per Year (5 Year)
p-Index From 2020 - 2025
5.996
P-Index
This Author published in this journals
All Journal ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika INDONESIAN JOURNAL OF PHARMACY Journal of Information System Civis: Jurnal Ilmiah Ilmu Sosial dan Pendidikan Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Ilmu Keluarga dan Konsumen BERDIKARI : Jurnal Inovasi dan Penerapan Ipteks Farmasains : Jurnal Ilmiah Ilmu Kefarmasian JRST (Jurnal Riset Sains dan Teknologi) JURNAL MANAJEMEN INDUSTRI DAN LOGISTIK PROCESSOR Jurnal Ilmiah Sistem Informasi, Teknologi Informasi dan Sistem Komputer Jurnal Ilmiah Media Sisfo PHARMACY: Jurnal Farmasi Indonesia (Pharmaceutical Journal of Indonesia) Jurnal Teladan: Jurnal Ilmu Pendidikan dan Pembelajaran JFIOnline Jurnal Ilmu Kefarmasian Indonesia INTEK: Jurnal Penelitian Accounting and Management Journal Indonesian Journal of Electrical Engineering and Computer Science Jurnal Teknik Industri Terintegrasi (JUTIN) Jurnal Teknik Informatika (JUTIF) Tafkir: Interdisciplinary Journal of Islamic Education Narra J Akuntansi Bisnis & Manajemen (ABM) Unram Journal of Community Service (UJCS) Jurnal Akutansi Manajemen Ekonomi Kewirausahaan (JAMEK) Jurnal Fortech Journal of International Conference Proceedings Journal of Artificial Intelligence and Digital Business Mestro Jurnal Informatika dan Rekayasa Komputer Jurnal Manajemen Teknologi dan Sistem Informasi Scientific Journal of Informatics Jurnal Kefarmasian Indonesia Jurnal Pengabdian Masyarakat Unama Nucleus Journal Jurnal Sains dan Kesehatan Jurnal FORTECH
Agus Siswanto
Fakultas Farmasi Universitas Muhammadiyah Purwokerto
Religion Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Transportation Other

Published : 56 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Scientific Journal of Informatics

 1 
Optimized Non-Overlapping Multi-Object Segmentation for Palm Oil Images Using FCN with Squeeze-and-Excitation and Attention Mechanisms Pratama, Yovi; Rasywir, Errissya; Siswanto, Agus
Scientific Journal of Informatics Vol. 12 No. 1: February 2025
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v12i1.22212

Abstract

Purpose: Palm oil plantation monitoring using UAV imagery presents significant challenges in multi-object segmentation due to homogeneous texture, low resolution, and difficulty in distinguishing disease symptoms. Traditional segmentation methods struggle to accurately separate overlapping and visually similar objects, reducing the effectiveness of automated analysis. This study aims to address these issues by proposing an optimized Fully Convolutional Network (FCN) incorporating Squeeze-and-Excitation (SE-Block) and Attention Mechanisms to enhance segmentation accuracy for multi-object, non-overlapping palm oil images. Methods: The proposed model utilizes ResNet50 as a backbone, integrating SE-Block to enhance the feature representation of important regions while suppressing less relevant features. Additionally, Attention Mechanisms are incorporated to improve the model's spatial understanding and feature discrimination, which is crucial for segmenting visually similar objects in UAV imagery. A dataset of UAV-captured palm oil images was used to train and evaluate the model, applying deep learning techniques for feature extraction and classification. Result: Experimental results demonstrate that the proposed method achieves an average Intersection over Union (IoU) of 0.7928, accuracy of 0.9424, precision of 0.9126, recall of 0.8622, F1-score of 0.8693, and mAP of 0.7673. The highest-performing model attained a maximum IoU of 0.8499 and an accuracy of 0.9490, significantly outperforming conventional FCN models. These findings confirm that incorporating SE-Block and Attention Mechanisms enhances segmentation accuracy, making the model more robust in handling UAV imagery complexities. Novelty: The novelty of this research lies in the integration of SE-Block and Attention Mechanisms within FCN for palm oil segmentation, specifically targeting multi-object, non-overlapping segmentation in challenging UAV imagery conditions. By improving feature extraction and spatial attention, this approach advances deep learning-based agricultural monitoring and can be extended to other remote sensing applications requiring high-precision segmentation.
Co-Authors Abdul Choliq Hidayat Abdul Manan Abdul Rahim Abdul Rosyid Abidin, Dodo Zaenal Achmad Fudholi ACHMAD FUDHOLI Achmad Fudholi Adithya Wahyu Pratama, Adithya Wahyu Afrizal Nehemia Toscany Aftoni Sutanto Ahmad Husain Asdie Ajrania, Sri Akhir Riana Handayani, Akhir Riana Akhmad Kharis Nugroho Albait, Nur Aldiansyah, m. Ali Sadikin Amrullah, Bagaskara Falah Anjar Mahardian Kusuma Arvita, Yulia Ashad, Bayu Adrian Asmiyenti Djaliasrin Djalil Baedhowi, Abdul Latif Baehaqi, Mudofar Beny Betantiyo , Betantiyo Chindra Saputra Diah Krisnatuti Diniatik Diniatik Dodit Ari Wibowo, Dodit Ari Dwi Hartanti Dwi Rahayuningsih E. Mudjaddid A. Siswanto Deddy N.W.Achadiono Hamzah Shatri Emelia, Shinta Endang Prihastuty, Endang Erfan Subiyanta, Erfan Errissya Rasywir Euis Sunarti eva rosmawati Eva Rosmawati Evi Sofia Fachruddin Fatimah Malini Lubis Fauziati, Ana Feranika, Ayu Feriyadin, Feriyadin Fiastuti Witjaksono Gustina Nurkhayatun, Gustina Hady, Sultan Hambari, Hambari Hariadi Hariawan Heikal, Jerry Hermawan, M. Reza Herti Yani, Herti Hery Sonawan Hidayat, Abdul Choliq Himawanti, Nanda Puspita Imam Baihaqi Imam Subekti Indri Hapsari Indri Hapsari Iskandar Soedirman, Iskandar Iskandar Sudirman Istighfarani, Syifa Jasmir, Jasmir Junial Heri Khasanah, Fitria Nurrul Kuntjoro Harimurti Machrus Ali Megantara, Marcelino A. Moeslich Hasanmihardja Mucharomah, Nurul Maghfiroh MUHAMMAD FURQONI musthofa Mutiara Poetri Nurtanti, Mutiara Poetri Nasrun, Martina W. Naufal, Mansur Nunuk Aries Nurulita PAMUSO, MARLIN Paramitha, Cindy Pareza Alam Jusia, Pareza Alam Pebrianto, Feri Prayogo, Lito Pri Iswati Utami Purnomo, Luthfan Budi Rahmawati, Tias Eka Rasywir, Errisya Reza Pramitha Habsari, Reza Pramitha Ricky Fajar Adiputra Rizana Fauzi, Rizana Rizki Okprastowo rohadin, rohadin Rosalina, Mia Rosario, Maria rosmawati, eva Rosyadi, Marwan RR. Ella Evrita Hestiandari Rudi Putranto Rustiawan, Indra S.Kom.,M.Pd, Arifudin Setiawan, Roy Setiawan, Zunan Siregar, Arief Kurniawan Siti Helmyati Siti Setiati Sofiansyah, Muhammad Edi Sudibyo Martono Sudibyo Martono SUDIBYO MARTONO Suhendro Suwarto, Suhendro Suparman Suparman Suparman Suparman Suryadi, Dikky Sutanto , Aftoni Sutoyo, Mochammad Arief Hermawan Suyanti Suyanti Suyanti Suzanna Immanuel Tohasan, Achmad W. Djoko Yudisworo Wachyu Hari Haji Wardani, Muhammad Wasiran, Wasiran Wibawa, Arief Wibowo, Indi Deli Fiallo Widya Cahya Ariswati, Widya Cahya Wulansari, Eka Yafi, Zidni Reynard Yekti Mulyani, Yekti Yovi Pratama Yuli Asmi Rahman Yuni Ernawati, Yuni yusni ulfiani zulaikha Yusni Ulfiani Zulaikha zulaikha, yusni ulfiani