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Journal : JOIV : International Journal on Informatics Visualization

UAV-Based Segmentation and Correlation Analysis of Vegetation Indices for Cassava Crop Health Assessment Maryana, Sufiatul; Herdiyeni, Yeni; Wahjuni, Sri; Santosa, Edi
JOIV : International Journal on Informatics Visualization Vol 9, No 4 (2025)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.9.4.3078

Abstract

Cassava, an essential staple food with diverse applications, has been relatively underexplored in terms of health analysis using vegetation indices. Conventional field surveys face challenges in covering large areas due to resource constraints. Recent advancements in remote monitoring techniques, such as satellite imagery and Unmanned Aerial Vehicles (UAVs), offer a promising alternative. While satellite imagery enables broad-scale surveys, its limited spatial resolution restricts detailed analyses of individual plants or smaller ecosystems. UAV-based vegetation surveys commonly utilize Vegetation Indices (VI) to assess unique spectral information. This study investigated UAV-based methods for mapping cassava distribution in the Telaga Kahuripan smallholder plantation in Bogor, Indonesia, focusing on UAV imagery, segmentation, and vegetation indices to evaluate cassava plant health at 2, 5, and 8 months of age. The results revealed significant variations in vegetation indices across different cassava plant ages. Particularly, the highest values observed at 5 months of age indicated substantial growth, with NDVI and GNDVI values exhibiting R2 ranging from 0.95 to 0.98, indicating a strong correlation. The robust correlation between NDVI and GNDVI implies that both indices can effectively predict plant health using UAV-based monitoring. Comparisons with existing studies suggest potential variations attributable to factors such as geographical location, environmental conditions, and cultivation practices. Understanding these variations is crucial for refining monitoring techniques and informing agricultural practices. Consequently, the findings have implications for enhancing cassava health monitoring and optimizing agricultural practices to ensure sustainable crop production.
Co-Authors , Hariyadi , Kholidi , Krisantini , Susilawati . SUBOWO Abdoellah, Soetanto Abdul Gani Gani Tarigan Abdul Harris Burhan Achmad Taufiq Ade Wachjar Ade Wachjar Ade Wahjar Aditama, Ravi Aditya Wira Tantra Adolf P. Lonto Adolf Pieter Lontoh, Adolf Pieter Agik Suprayogi Agus Buono Agus Sufyan Ahmad Fadli Alghifari AHMAD JUNAEDI Ahmad Zamzami Ajeng Aulia Martina Akmal, Ajmir Almas Lathuf Assyura Anas D. Susila Anas D. Susila Anas Dinnurrohman Susila Anas Dinurrohman Susila Anas Miftah Fauzi Andi Gunawan Andreas Kefi Andria Agusta ANDRIA AGUSTA Andria Agusta Ani Kurniawati Ani Kurniawati Anita Hazimah Putri Anung Wahyudi Aptika Hana Prastiwi Nareswari Arief Hartono Ariny Jihan Thifany Arisa Noguchi Arjuna, Rizka Tri Atang Sutandi Ayu Diah Putu Laksmi Putri Bambang S. Purwoko Bambang Sapta Purwoko Bobot Sudoyo Candra Budiman Careca Sepdihan Rahmat Hidayatullah Chairunnisak, Chairunnisak Chun Lan Lian Chusyairi, Ahmad Darda Efedi Deden Derajat Matra Deden Drajat Matra Delvi Maretta Desta Wirnas Dhika Prita Hapsari Diaguna, Ridwan Didy Sopandie Diny Dinarty Dulbari Dulbari Dulbari, Dulbari Dwi Guntoro Dwi Sutari Laksono Efendi, Darda Eko Sulistyono Elda Kristiani Paisey Elly Kristiati Agustin, Elly Kristiati Elsanti, . Endah Retno Palupi Endang Gunawan Eny Widajati Fadil Rohman Fajar Delli Wihartiko Faqih Udin Fatkhunnisa, Ratu Fifin Nashirotun Nisya Gatot Pramuhadi Gerson Hans Maure Ginanjar Pramudya Sakti Gunar Widiyanto, Gunar HAJRIAL ASWIDINNOOR Haniefan, Nafarain Agung Hariyadi Hariyadi, Hariyadi Herdhata Agusta Herman Wafom Tubur I Wayan Astika Imam Fauzi Fauzi Tanjung Imdad Julian Purwanto Imron Gempur Saputro Ince Raden Indra Mario Stefano Intan Dewi Puspitasari Irfan Rabani Irfanda, Munandar Is Helianti Iswandi Anas Iswandi Anas Jaenudin Kartahadimaja Joan Joulanda Grace Kailola Juang Gema Kartika Karmanah, Karmanah Kazi Liaquat Hossain Ken Takahata Ken Takahata Ken Takahata, Ken Khamdanah, . Lianah Kuswanto Luh Putu Ratna Sundari Lutfy Ditya Cahyanti, Lutfy Ditya M A Chozin M.A. Chozin Machfud Machfud Maghfirah Marchella Putriantari Martini Aji Maryarti Sari Maryati Sari Mathias Prathama Mathias Prathama Md. Abdul Wadud Md. Abul Kashem Md. Shajahan Ali Memen Surahman Miftakhur Rizki Hidayat Febrianto Mochamad Hasjim Bintoro Mochamad Hasjim Bintoro Djoefrie Mohamad Rahmad Suhartanto Mohammad Abdul Wadud Muhamad Abdul Rofiq Muhamad Zainul Fattah Muhammad Fatah Muhammad Ihsan Fatawa Muhammad Raihan Ferdiansyah Muhammad Thamrin Munandar Irfanda Munif Ghulamahdi Nabila Syarfina Aryani Nadia Dwi Kartika Nani Yulianti Ni Made Armini Wiendi Nina Ariesta Nindita, Anggi Nobuo Sugiyama Nobuo Sugiyama Nobuo Sugiyama Nobuo Sugiyama Nurlela, Nurlela Nurul Hidayah NURUL HIDAYAH Nurul Khumaida Okti Syah Isyani Permatasari Panca Dewi Manu Hara Karti Purwanto, Imdad Julian Purwono Purwono Purwono Purwono Purwono Putri Irene Kanny Rafi Fauzan Rahayu Safitri Rahman Rahmat Budiarto Rahmayanti, Fetty Dwi Ramadhani, Detri Ardi Rd. Selvy Handayani Rezky Puryan Ramadhani Rianto, Dwi Fajar Riska sukmawati Ritonga, Arya Widura Rizka Tri Arjuna Roedhy Poerwanto Roelly Ainul Yaqin Rohman, Fadil Rosdiana, Siska Rosyad, Astyani Samudra, Ferdianto Budi Sandra Arifin Aziz Santun RP Sitorus Sembiring, Wildan Kahfi Shafira Pratiwi Sigit Pramono Sinaga, Falencia Siska Rosdiana Siti Halimah Slamet Susanto Sobir Sobir Soekisman Tjitrosemito Soetanto Abdoellah Sofyan Zaman Sri Nurdiati Sri Suryo Sukoraharjo Sri Wahjuni SUBOWO GITOSUWONDO Sufiatul Maryana Sugiyanta Sulassih, . Supijatno Surono, . Suwarto Suwarto Suwarto Syaiful Anwar Syaiful Anwar Tantra, Aditya Wira Tjahja Muhandri Ulfha Junita Ulinnuha, Zulfa Utami Prawati Wijaya, Aldi Kamal Winarso D. Widodo Winarso Drajad Widodo Yoko Mine Yoko Mine Yoko Mine Yoko Mine Yonny Koesmaryono Yunus, Ismadi