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Hongwei Qi, Ximin Qian, Songhao Shang & Heyang Wan. (2024) Multi-year mapping of cropping systems in regions with smallholder farms from Sentinel-2 images in Google Earth engine. GIScience & Remote Sensing 61:1.
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Yunze Zang, Yuean Qiu, Xuehong Chen, Jin Chen, Wei Yang, Yifei Liu, Longkang Peng, Miaogen Shen & Xin Cao. (2023) Mapping rapeseed in China during 2017-2021 using Sentinel data: an automated approach integrating rule-based sample generation and a one-class classifier (RSG-OC). GIScience & Remote Sensing 60:1.
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A. Kurunc, N.Y. Tezcan & N. Bimurzayev. (2023) Determination of Water Stress in Wheat Crops by Thermal Images Under Mediterranean Conditions. Communications in Soil Science and Plant Analysis 54:12, pages 1713-1726.
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Yingwei Sun, Na Yao, Jiancheng Luo, Pei Leng & Xiangyang Liu. (2023) A spatiotemporal collaborative approach for precise crop planting structure mapping based on multi-source remote-sensing data. International Journal of Remote Sensing 0:0, pages 1-17.
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Muhammad Yasir, Wan Jianhua, Liu Shanwei, Hui Sheng, Xu Mingming & Md Hossain. (2023) Coupling of deep learning and remote sensing: a comprehensive systematic literature review. International Journal of Remote Sensing 44:1, pages 157-193.
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Yumiao Wang, Luwei Feng, Weiwei Sun, Zhou Zhang, Hanyu Zhang, Gang Yang & Xiangchao Meng. (2022) Exploring the potential of multi-source unsupervised domain adaptation in crop mapping using Sentinel-2 images. GIScience & Remote Sensing 59:1, pages 2247-2265.
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Ya’nan Zhou, Shunying Wang, Tianjun Wu, Li Feng, Wei Wu, Jiancheng Luo, Xin Zhang & Na’na Yan. (2022) For-backward LSTM-based missing data reconstruction for time-series Landsat images. GIScience & Remote Sensing 59:1, pages 410-430.
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Mamta Kumari, Varun Pandey, Karun Kumar Choudhary & C. S. Murthy. (2022) Object-based machine learning approach for soybean mapping using temporal sentinel-1/sentinel-2 data. Geocarto International 37:23, pages 6848-6866.
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Xin Zhang, Ya’nan Zhou & Jiancheng Luo. (2022) Deep learning for processing and analysis of remote sensing big data: a technical review. Big Earth Data 6:4, pages 527-560.
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Sonam Pandey, Rohit Miri, G R Sinha & Rohit Raja. (2022) AFD filter and E2N2 classifier for improving visualization of crop image and crop classification in remote sensing image. International Journal of Remote Sensing 43:15-16, pages 5848-5873.
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Yingwei Sun, Zhao-Liang Li, Jiancheng Luo, Tianjun Wu & Niantang Liu. (2022) Farmland parcel-based crop classification in cloudy/rainy mountains using Sentinel-1 and Sentinel-2 based deep learning. International Journal of Remote Sensing 43:3, pages 1054-1073.
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G. A. Fotso Kamga, L Bitjoka, T. Akram, A. Mengue Mbom, S. Rameez Naqvi & Y. Bouroubi. (2021) Advancements in satellite image classification : methodologies, techniques, approaches and applications. International Journal of Remote Sensing 42:20, pages 7662-7722.
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Mete Ahishali, Serkan Kiranyaz, Turker Ince & Moncef Gabbouj. (2021) Classification of polarimetric SAR images using compact convolutional neural networks. GIScience & Remote Sensing 58:1, pages 28-47.
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Wei Wu, Xingyu Gao, Jing Fan, Liegang Xia, Jiancheng Luo & Ya’Nan Zhou. (2020) Improved mask R-CNN-based cloud masking method for remote sensing images. International Journal of Remote Sensing 41:23, pages 8910-8933.
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Ya’nan Zhou, Xianzeng Yang, Li Feng, Wei Wu, Tianjun Wu, Jiancheng Luo, Xiaocheng Zhou & Xin Zhang. (2020) Superpixel-based time-series reconstruction for optical images incorporating SAR data using autoencoder networks. GIScience & Remote Sensing 57:8, pages 1005-1025.
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Fan Xu, Xiaochuang Yao, Kangxin Zhang, Hao Yang, Quanlong Feng, Ying Li, Shuai Yan, Bingbo Gao, Shaoshuai Li, Jianyu Yang, Chao Zhang, Yahui Lv, Dehai Zhu & Sijing Ye. (2024) Deep learning in cropland field identification: A review. Computers and Electronics in Agriculture 222, pages 109042.
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Xiao Xu, Xiaoli Zhang, Shouyun Shen & Guangyu Zhu. (2024) Comparison of QRNN and QRF Models in Forest Biomass Estimation Based on the Screening of VIs Using an Equidistant Quantile Method. Forests 15:5, pages 782.
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Jialin Sun, Shuai Yan, Thomas Alexandridis, Xiaochuang Yao, Han Zhou, Bingbo Gao, Jianxi Huang, Jianyu Yang & Ying Li. (2024) Enhancing Crop Mapping through Automated Sample Generation Based on Segment Anything Model with Medium-Resolution Satellite Imagery. Remote Sensing 16:9, pages 1505.
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Wenhao Huo, Zheng Zhao & Jinqi Zhao. (2023) Study of wetland sample discrimination using a long time series of SAR data. Study of wetland sample discrimination using a long time series of SAR data.
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Weijia Chen & Guilin Liu. (2024) A Novel Method for Identifying Crops in Parcels Constrained by Environmental Factors Through the Integration of a Gaofen-2 High-Resolution Remote Sensing Image and Sentinel-2 Time Series. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17, pages 450-463.
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Rui Sun, Feng Zhao, Chengquan Huang, Huabing Huang, Zhong Lu, Ping Zhao, Xiang Ni & Ran Meng. (2023) Integration of deep learning algorithms with a Bayesian method for improved characterization of tropical deforestation frontiers using Sentinel-1 SAR imagery. Remote Sensing of Environment 298, pages 113821.
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Gopal Singh Phartiyal, Dharmendra Singh & Hussein Yahia. (2023) Synergistic exploitation of localized spectral-spatial and temporal information with DNNs for multisensor-multitemporal image-based crop classification. International Journal of Applied Earth Observation and Geoinformation 125, pages 103595.
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Xiaoguang Yuan, Shiruo Liu, Wei Feng & Gabriel Dauphin. (2023) Feature Importance Ranking of Random Forest-Based End-to-End Learning Algorithm. Remote Sensing 15:21, pages 5203.
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Wei-Tao Zhang, Lu Liu, Yv Bai, Yi-Bang Li & Jiao Guo. (2023) Crop classification based on multi-temporal PolSAR images with a single tensor network. Pattern Recognition 143, pages 109773.
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Ya’nan Zhou, Yan Wang, Na’na Yan, Li Feng, Yuehong Chen, Tianjun Wu, Jianwei Gao, Xiwang Zhang & Weiwei Zhu. (2023) Contrastive-Learning-Based Time-Series Feature Representation for Parcel-Based Crop Mapping Using Incomplete Sentinel-2 Image Sequences. Remote Sensing 15:20, pages 5009.
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Zehua Huang, Liheng Zhong, Feng Zhao, Jin Wu, Hao Tang, Zhengang Lv, Binyuan Xu, Longfei Zhou, Rui Sun & Ran Meng. (2023) A spectral-temporal constrained deep learning method for tree species mapping of plantation forests using time series Sentinel-2 imagery. ISPRS Journal of Photogrammetry and Remote Sensing 204, pages 397-420.
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Fukang Feng, Maofang Gao, Ronghua Liu, Shuihong Yao & Guijun Yang. (2023) A deep learning framework for crop mapping with reconstructed Sentinel-2 time series images. Computers and Electronics in Agriculture 213, pages 108227.
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Lirong Yin, Lei Wang, Tingqiao Li, Siyu Lu, Jiawei Tian, Zhengtong Yin, Xiaolu Li & Wenfeng Zheng. (2023) U-Net-LSTM: Time Series-Enhanced Lake Boundary Prediction Model. Land 12:10, pages 1859.
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Hui Wang, Jia Xu, Feng Xiong & Chengxiang Li. (2023) Synergy of High-Resolution Optical and Time Series SAR Data for Extracting Crop Planting Structure. Synergy of High-Resolution Optical and Time Series SAR Data for Extracting Crop Planting Structure.
Yong Yang, Yangyang She, Bo Wu, Yingting Zhang, Huan Li & Hongguang Pan. (2023) Long short-term memory-based modeling and controlling method for wastewater treatment process. Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering 237:8, pages 1411-1422.
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Sonam Sah, Dipanwita Haldar, Subhash Chandra & Ajeet Singh Nain. (2023) Discrimination and monitoring of rice cultural types using dense time series of Sentinel-1 SAR data. Ecological Informatics 76, pages 102136.
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Shagor Sarkar, Jing Zhou, Andrew Scaboo, Jianfeng Zhou, Noel Aloysius & Teng Teeh Lim. (2023) Assessment of Soybean Lodging Using UAV Imagery and Machine Learning. Plants 12:16, pages 2893.
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Xinglu Cheng, Yonghua Sun, Wangkuan Zhang, Yihan Wang, Xuyue Cao & Yanzhao Wang. (2023) Application of Deep Learning in Multitemporal Remote Sensing Image Classification. Remote Sensing 15:15, pages 3859.
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Lu Xu, Dongping Ming, Liang Zhang, Dehui Dong, Yuanzhao Qing, Jianyu Yang & Chenghu Zhou. (2023) Parcel level staple crop type identification based on newly defined red-edge vegetation indices and ORNN. Computers and Electronics in Agriculture 211, pages 108012.
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Xiaofei Kuang, Jiao Guo, Jingyuan Bai, Hongsuo Geng & Hui Wang. (2023) Crop-Planting Area Prediction from Multi-Source Gaofen Satellite Images Using a Novel Deep Learning Model: A Case Study of Yangling District. Remote Sensing 15:15, pages 3792.
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Yabo Huang, Mengmeng Meng, Zhuoyan Hou, Lin Wu, Zhengwei Guo, Xiajiong Shen, Wenkui Zheng & Ning Li. (2023) Land Cover Classification of SAR Based on 1DCNN-MRF Model Using Improved Dual-Polarization Radar Vegetation Index. Remote Sensing 15:13, pages 3221.
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Mayurkumar Raj, Kamal Pandey & Jatinderkumar R. Saini. (2023) Accuracy Assessment of Machine Learning Algorithms in Assorting Agricultural Crops Using Remote Sensing. Accuracy Assessment of Machine Learning Algorithms in Assorting Agricultural Crops Using Remote Sensing.
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Giulio Weikmann, Daniele Marinelli, Claudia Paris, Silke Migdall, Eva Gleisberg, Florian Appel, Heike Bach, Jim Dowling & Lorenzo Bruzzone. (2023) Multiyear Mapping of Water Demand at Crop Level: An End-to-End Workflow Based on High-Resolution Crop Type Maps and Meteorological Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 6758-6775.
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Serkan KARTAL. (2022) Otokodlayıcılar Kullanarak Uzaktan Algılama Görüntülerindeki Eksik Verilerin Yeniden YapılandırılmasıReconstruction of Missing Data in Remote Sensing Images Using. Çukurova Üniversitesi Mühendislik Fakültesi Dergisi 37:4, pages 853-862.
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Mouad Alami Machichi, Loubna El Mansouri, Yasmina Imani, Omar Bourja, Rachid Hadria, Ouiam Lahlou, Samir Benmansour, Yahya Zennayi & François Bourzeix. (2022) CerealNet: A Hybrid Deep Learning Architecture for Cereal Crop Mapping Using Sentinel-2 Time-Series. Informatics 9:4, pages 96.
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Hongguo Zhang, Binbin He & Jin Xing. (2022) Mapping Paddy Rice in Complex Landscapes with Landsat Time Series Data and Superpixel-Based Deep Learning Method. Remote Sensing 14:15, pages 3721.
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Vivien Sainte Fare Garnot, Loic Landrieu & Nesrine Chehata. (2022) Multi-modal temporal attention models for crop mapping from satellite time series. ISPRS Journal of Photogrammetry and Remote Sensing 187, pages 294-305.
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Hugo Crisóstomo de Castro Filho, Osmar Abílio de Carvalho Júnior, Osmar Luiz Ferreira de Carvalho, Pablo Pozzobon de Bem, Rebeca dos Santos de Moura, Anesmar Olino de Albuquerque, Cristiano Rosa Silva, Pedro Henrique Guimarães Ferreira, Renato Fontes Guimarães & Roberto Arnaldo Trancoso Gomes. (2020) Rice Crop Detection Using LSTM, Bi-LSTM, and Machine Learning Models from Sentinel-1 Time Series. Remote Sensing 12:16, pages 2655.
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