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All Journal Jurnal Manajemen dan Organisasi BIOTROPIA - The Southeast Asian Journal of Tropical Biology REKAYASA QALAMUNA: Jurnal Pendidikan, Sosial, dan Agama JURNAL ILMIAH GEOMATIKA AKSIOLOGIYA : Jurnal Pengabdian Kepada Masyarakat Jurnal Sains Dan Teknologi (SAINTEKBU) Maqasid: Jurnal Studi Hukum Islam SYAMIL: Jurnal Pendidikan Agama Islam (Journal of Islamic Education) Indonesian Journal of Science and Mathematics Education Jurnal Ekonomi Islam Jurnal Manajemen Pembangunan Daerah Communications in Science and Technology Jurnal Farmasi Medica (Pharmacy Medical Journal) PMJ Martabe : Jurnal Pengabdian Kepada Masyarakat JURNAL PERTANIAN Jurnal Penelitian dan Pengabdian Kepada Masyarakat UNSIQ Jurnal Tarbiyah : Jurnal Ilmiah Kependidikan JISIP: Jurnal Ilmu Sosial dan Pendidikan Jurnal Mandala Pharmacon Indonesia Jurnal Review Pendidikan dan Pengajaran (JRPP) JGISE-Journal of Geospatial Information Science and Engineering Authentic Research of Global Fisheries Application Journal (Aurelia Journal) Jurnal Inovasi Farmasi Indonesia Jurnal Riset Biologi dan Aplikasinya Jurnal Ilmiah JKA (Jurnal Kesehatan Aeromedika) JUKESHUM: Jurnal Pengabdian Masyarakat FORTE JOURNAL Jurnal Abdimas Kartika Wijayakusuma Action Research Literate (ARL) Indonesian Journal of Health Science Widya Bhumi Sultan Idris Journal of Psychology and Education SYAMIL: JURNAL PENDIDIKAN AGAMA ISLAM (JOURNAL OF ISLAMIC EDUCATION) FENOMENA: Jurnal Penelitian Darris: Jurnal Pendidikan Madrasah Ibtidaiyah Al Karima : Jurnal Studi Ilmu Al Qur'an dan Tafsir Keris: Journal of Community Engagement Journal of Research Applications in Community Services el-Aqwal: Journal of Sharia and Comparative Law Borneo Journal of Islamic Education Journal of Education and Learning Sciences Jurnal Masyarakat Madani Indonesia DUNIA KEPERAWATAN: JURNAL KEPERAWATAN DAN KESEHATAN Jurnal Ekonomi Islam AL-UMRON: Jurnal Pengabdian kepada Masyarakat Indonesian Journal of Islamic Elementary Education Aceh Journal of Animal Science FASKES : Jurnal Farmasi, Kesehatan, dan Sains Alsinatuna SUBSERVE: Community Service and Empowerment Journal JOIES (Journal of Islamic Education Studies) Al-Wazan Jurnal Grafis Islamic Education Journal (ISEDU) Geoid - Journal of Geodesy and Geomatics ijces
Abdul Basith
Teknik Geodesi Universitas Gadjah Mada
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Journal : Widya Bhumi

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Penerapan SAM-Geo untuk Delineasi Otomatis Batas Bidang Tanah Pertanian pada Ortofoto Aristalindra, Fauzia; Basith, Abdul
Widya Bhumi Vol. 5 No. 2 (2025): Widya Bhumi
Publisher : Sekolah Tinggi Pertanahan Nasional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31292/wb.v5i2.247

Abstract

Accurate data on agricultural parcel boundaries are essential to support efficient and equitable agrarian management. Conventional methods such as terrestrial surveys and manual digitization are often costly, time-consuming, and inconsistent. Advances in artificial intelligence-based segmentation models, particularly the Segment Anything Model for Geospatial (SAM-Geo), offer new opportunities to accelerate the automatic delineation of agricultural land parcels. This study aims to evaluate the performance of SAM-Geo in extracting agricultural parcel boundaries from 3.98 cm resolution orthophotos in Sumberrahayu Village, Moyudan Subdistrict, Sleman Regency, Yogyakarta Special Region, Indonesia. The research process includes orthophoto preprocessing, SAM-Geo implementation, mask filtering, and accuracy assessment using both area-based metrics (precision, recall, F1-score, and IoU) and boundary-based metrics (boundary precision, recall, and F1-score) with a 1 m buffer tolerance. The results indicate that SAM-Geo can produce highly precise boundary delineation in homogeneous areas, achieving F1-score and IoU values above 96%, while performance declines in heterogeneous areas due to complex land cover conditions. Overall, this study provides one of the first empirical evaluations of SAM-Geo in agricultural landscapes in Indonesia and highlights its potential as an effective approach for agricultural parcel boundary mapping. Ketersediaan data batas bidang tanah pertanian yang akurat menjadi prasyarat penting dalam mendukung pengelolaan agraria yang efisien dan berkeadilan. Metode konvensional seperti survei terestris dan digitasi manual seringkali memerlukan biaya tinggi, waktu lama, serta menghasilkan ketidakkonsistenan data. Perkembangan model segmentasi berbasis kecerdasan buatan, khususnya Segment Anything Model for Geospatial (SAM-Geo), membuka peluang baru untuk mempercepat delineasi batas bidang tanah pertanian secara otomatis. Penelitian ini bertujuan mengevaluasi kinerja SAM-Geo dalam mengekstraksi batas bidang pertanian dari ortofoto beresolusi 3,98 cm di Kalurahan Sumberrahayu, Kapanewon Moyudan, Kabupaten Sleman, D.I. Yogyakarta. Metode penelitian mencakup pra-pemrosesan ortofoto, penerapan SAM-Geo, mask filtering, serta evaluasi akurasi menggunakan metrik berbasis area (precision, recall, F1-score, and IoU) dan berbasis batas (boundary precision, recall, and F1-score) dengan toleransi buffer 1 m. Hasil penelitian menunjukkan SAM-Geo menghasilkan delineasi batas sangat presisi pada area homogen dengan F1-score dan IoU di atas 96%, sedangkan performa menurun pada area heterogen akibat kompleksitas tutupan lahan. Temuan ini menegaskan potensi SAM-Geo sebagai pendekatan efektif untuk pemetaan batas bidang pertanian di Indonesia.
Co-Authors 'Ilmi, Shofia Nafi'atul Abdul Majid Adi Pratama, Andika Afifatul, M. Khoirul Ahmad Syaifuddin Ainu Zuhriyah Ajeng pratiwi, Shoffi Akhita, Yusrifah Justi Alfan, Aris Almaududy, Khairul U. Amelya, Rizka Anwar, M. Rosichan Ari Setiawan Arifin, Muhyiddin Zainul Aristalindra, Fauzia Atriyon Julzarika Ayulanda, Ika Badriatul Jamroh, Nurmaya Bari, Akhmad Al Dewi, Agustin Yuliana Dewi, Priyantini Dian Berkah Dian Maruto Widjonarko Dona Setya Dondiarta, Ghani Yanuargo Dwi Anggorowati Rahayu Dwikarsa, Yahya Edi Pramono Endik Deni Nugroho Erick Nugraha Fadhilah, Faris Fadlullah, Irfan Faizah, Mazidatul Faridatunnisa, Maritsa Farlina, Nur Fathul Jannah, Fathul Fauziah, Nainul Fikroh, Nuris Shofatul Firdaus, Rousul Firdhausyah, Ananda Ammathul Firmansyah, Ahmad Agung Fitria Lestari Gathot Winarso, Gathot Goenaryo, Goenaryo Handri, Handri Hari Rusdwi Novitasiah Haryono Haryono Hutajulu, Jerry Ikhwanudin Ikhwanudin Iksan Iksan Indriana Rahmawati Insaniyah, Anyes Lathifatul Ira Nurmawati Kamarudin Kamarudin Khalidah Khalidah, Khalidah Khoirotus Silfiyah Koman, Wening Aisyah Fauziana Krisiati Kurniawati, Naning Kusumo Efyjanto, Tonny Labib, Mughni Lestari, Witri Wahyu Lia Hapsari Luhur Moekti Prayogo M, Novidayanti. Ma'mun Sarma Mahmudah, Imil MAKIAH Maman Hermawan Mandala Putra, Galih Maria, Yeni Melina, Dika Caesar Milawati Milawati Moh. Anshori Aris Widya Mualim, Rahmat Muhammad Rezza Nur Rahman Muhammad Said Husin Muhammad Saleh MUHAMMAD ULIN NUHA Muna, Nadia Nailul Muri'ah, Siti Nawafila Februyani Nawawi, Mahbub Nia Kurniawan Nisak, Siti Khoirun Noer, Sebilah Sabil Noer, Shafa Noer Nofitasari, Risma Septyana Noor Diani Nurlaela, Eli Nurul Huda Oktaviani, Nadya P. Nababan, Sakti Prastyani, Ratna Prianika, Arlin Dayinta Priyasmika, Rendy Putri, Candra Avista Qurrotul Aini Rahayu Rahayu Rahmaddana, Mohamad Nazil Rahmawati, Laily Isnaini Ramlah Ramlah Reni Ambarwati Renny Oktafia, Renny Rismia Agustina Rudi Masniadi Saputra, Aman Saputri, Romadhiyana Kisno Sari Mardiah, Ratu Sayekti Wahyuningsih Sentot Budi Raharjo Siti Julaiha Sudrajat, Danu Sugriwa Husen, Eddy Suharto Suharto Suharyanto Sulistyo, Devina Anintia Sunu Kuntjoro Syamsuddin Arif Taufik Azhary Teguh Endah Saraswati Tiku, Mathius Titi Agni Hutahaen Ulinnuha, Hilmiyati Umar Sulaiman Venny, Venny Widjo Kongko, Widjo WIDOWATI BUDIJASTUTI Wijaya, Abdun Wikaningtyas, Asih Winarsih Winarsih Wulandari, Resa Wulansari, Imelia Yani’ Qoriati Yuliana Yuliana Yusrizal Yusrizal Zetadini, Reza Zuhriya, Indah Aminatuz Zuhriyyah, Ainu