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International Journal of Remote Sensing Volume 41, 2020 - Issue 5
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Research Article

Oil palm plantation mapping from high-resolution remote sensing images using deep learning

Runmin Donga Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University, Beijing, China;b Joint Center for Global Change Studies (JCGCS), Beijing, ChinaView further author information
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Weijia Lia Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University, Beijing, China;b Joint Center for Global Change Studies (JCGCS), Beijing, ChinaCorrespondence[email protected]
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Haohuan Fua Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University, Beijing, China;b Joint Center for Global Change Studies (JCGCS), Beijing, ChinaView further author information
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Lin Gana Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University, Beijing, China;b Joint Center for Global Change Studies (JCGCS), Beijing, China;c Department of Computer Science and Technology, Tsinghua University, Beijing, ChinaView further author information
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Le Yua Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University, Beijing, China;b Joint Center for Global Change Studies (JCGCS), Beijing, ChinaORCID Iconhttps://orcid.org/0000-0003-3115-2042View further author information
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Juepeng Zhenga Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University, Beijing, China;b Joint Center for Global Change Studies (JCGCS), Beijing, ChinaView further author information
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Maocai Xiaa Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University, Beijing, China;b Joint Center for Global Change Studies (JCGCS), Beijing, ChinaView further author information
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Pages 2022-2046 | Received 17 Jun 2019, Accepted 21 Aug 2019, Published online: 27 Oct 2019

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Le Yu, Yue Cao, Yuqi Cheng, Qiang Zhao, Yidi Xu, Kasturi Kanniah, Hui Lu, Rui Yang & Peng Gong. (2023) A study of the serious conflicts between oil palm expansion and biodiversity conservation using high-resolution remote sensing. Remote Sensing Letters 14:6, pages 654-668.
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Inggit Lolita Sari, Christopher J. Weston, Glenn J. Newnham & Liubov Volkova. (2022) Using Bayesian multitemporal classification to monitor tropical forest cover changes in Kalimantan, Indonesia. International Journal of Digital Earth 15:1, pages 2061-2077.
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Baode Jiang, Xiaoya An, Shaofen Xu & Zhanlong Chen. (2022) Intelligent Image Semantic Segmentation: A Review Through Deep Learning Techniques for Remote Sensing Image Analysis. Journal of the Indian Society of Remote Sensing 51:9, pages 1865-1878.
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Runmin Dong, Lixian Zhang, Weijia Li, Shuai Yuan, Lin Gan, Juepeng Zheng, Haohuan Fu, Lichao Mou & Xiao Xiang Zhu. (2023) An adaptive image fusion method for Sentinel-2 images and high-resolution images with long-time intervals. International Journal of Applied Earth Observation and Geoinformation 121, pages 103381.
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Chenchen Zhang, Xiangming Xiao, Liangcheng Zhao, Yuanwei Qin, Russell Doughty, Xinxin Wang, Jinwei Dong & Xuebin Yang. (2023) Mapping Eucalyptus plantation in Guangxi, China by using knowledge-based algorithms and PALSAR-2, Sentinel-2, and Landsat images in 2020. International Journal of Applied Earth Observation and Geoinformation 120, pages 103348.
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Juepeng Zheng, Wenzhao Wu, Yi Zhao, Shuai Yuan, Runmin Dong, Lixian Zhang & Haohuan Fu. (2022) A Parallel Approach for Oil Palm Tree Detection on a SW26010 Many-Core Processor. A Parallel Approach for Oil Palm Tree Detection on a SW26010 Many-Core Processor.
Fatini Nadhirah Mohd Nain, Nurul Hashimah Ahamed Hassain Malim, Rosni Abdullah, Muhamad Farid Abdul Rahim, Mohd Azinuddin Ahmad Mokhtar & Nurul Syafika Mohamad Fauzi. (2022) A Review of an Artificial Intelligence Framework for Identifying the Most Effective Palm Oil Prediction. Algorithms 15:6, pages 218.
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Arie Wahyu Wijayanto, Natasya Afira & Wahidya Nurkarim. (2022) Machine Learning Approaches using Satellite Data for Oil Palm Area Detection in Pekanbaru City, Riau. Machine Learning Approaches using Satellite Data for Oil Palm Area Detection in Pekanbaru City, Riau.
Xiao Jian Tan, Wai Loon Cheor, Kwok Shien Yeo & Wai Zhe Leow. (2022) Expert systems in oil palm precision agriculture: A decade systematic review. Journal of King Saud University - Computer and Information Sciences 34:4, pages 1569-1594.
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Runmin Dong, Weizhen Fang, Haohuan Fu, Lin Gan, Jie Wang & Peng Gong. (2022) High-Resolution Land Cover Mapping Through Learning With Noise Correction. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-13.
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Zhaobin Wang, Xiong Gao & Yaonan Zhang. (2021) HA-Net: A Lake Water Body Extraction Network Based on Hybrid-Scale Attention and Transfer Learning. Remote Sensing 13:20, pages 4121.
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Mohamed Barakat A. Gibril, Helmi Zulhaidi Mohd Shafri, Abdallah Shanableh, Rami Al-Ruzouq, Aimrun Wayayok & Shaiful Jahari Hashim. (2021) Deep Convolutional Neural Network for Large-Scale Date Palm Tree Mapping from UAV-Based Images. Remote Sensing 13:14, pages 2787.
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Juepeng Zheng, Wenzhao Wu, Le Yu & Haohuan Fu. (2021) Coconut Trees Detection on the Tenarunga Using High-Resolution Satellite Images and Deep Learning. Coconut Trees Detection on the Tenarunga Using High-Resolution Satellite Images and Deep Learning.
Matheus Pinheiro Ferreira, Rodolfo Georjute Lotte, Francisco V. D'Elia, Christos Stamatopoulos, Do-Hyung Kim & Adam R. Benjamin. (2021) Accurate mapping of Brazil nut trees (Bertholletia excelsa) in Amazonian forests using WorldView-3 satellite images and convolutional neural networks. Ecological Informatics 63, pages 101302.
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Soni Darmawan, Ita Carolita, Rika Hernawati, Dede Dirgahayu, Agustan, Didin Agustian Permadi, Dewi Kania Sari, Widya Suryadini, Dhimas Wiratmoko & Yohanes Kunto. (2021) The Potential Scattering Model for Oil Palm Phenology Based on Spaceborne X-, C-, and L-Band Polarimetric SAR Imaging. Journal of Sensors 2021, pages 1-14.
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Juepeng Zheng, Haohuan Fu, Weijia Li, Wenzhao Wu, Le Yu, Shuai Yuan, Wai Yuk William Tao, Tan Kian Pang & Kasturi Devi Kanniah. (2021) Growing status observation for oil palm trees using Unmanned Aerial Vehicle (UAV) images. ISPRS Journal of Photogrammetry and Remote Sensing 173, pages 95-121.
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Calimanut-Ionut Cira, Miguel-Ángel Manso-Callejo, Ramón Alcarria, Teresa Fernández Pareja, Borja Bordel Sánchez & Francisco Serradilla. (2021) Generative Learning for Postprocessing Semantic Segmentation Predictions: A Lightweight Conditional Generative Adversarial Network Based on Pix2pix to Improve the Extraction of Road Surface Areas. Land 10:1, pages 79.
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Mamunur Rashid, Bifta Sama Bari, Yusri Yusup, Mohamad Anuar Kamaruddin & Nuzhat Khan. (2021) A Comprehensive Review of Crop Yield Prediction Using Machine Learning Approaches With Special Emphasis on Palm Oil Yield Prediction. IEEE Access 9, pages 63406-63439.
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Miguel-Ángel Manso-Callejo, Calimanut-Ionut Cira, Ramón Alcarria & José-Juan Arranz-Justel. (2020) Optimizing the Recognition and Feature Extraction of Wind Turbines through Hybrid Semantic Segmentation Architectures. Remote Sensing 12:22, pages 3743.
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Runmin Dong, Cong Li, Haohuan Fu, Jie Wang, Weijia Li, Yi Yao, Lin Gan, Le Yu & Peng Gong. (2020) Improving 3-m Resolution Land Cover Mapping through Efficient Learning from an Imperfect 10-m Resolution Map. Remote Sensing 12:9, pages 1418.
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