Dynamic Voting-Based Ensemble Deep Learning for Closely Resembling Crop Classification by Engin Eşme, Muhammed Arif Şen, Halil Çimen

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A Dual-Branch U-Net for Staple Crop Classification in Complex Scenes by Jiajin Zhang, Lifang Zhao, Hua Yang

Subjects: “…crop classification…”
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Research on Machine Learning-Based Extraction and Classification of Crop Planting Information in Arid Irrigated Areas Using Sentinel-1 and Sentinel-2 Time-Series Data by Lixiran Yu, Hongfei Tao, Qiao Li, Hong Xie, Yan Xu, Aihemaiti Mahemujiang, Youwei Jiang

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Synergizing BRDF correction and deep learning for enhanced crop classification in GF-1 WFV imagery by Yuanwei Chen, Yang Li, Runze Li, Chongzheng Guo, Jilin Li

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Crop Classification Using Time-Series Sentinel-1 SAR Data: A Comparison of LSTM, GRU, and TCN with Attention by Yuta Tsuchiya, Rei Sonobe

Subjects: “…crop classification…”
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Solution for crop classification in regions with limited labeled samples: deep learning and transfer learning by Hengbin Wang, Yu Yao, Zijing Ye, Wanqiu Chang, Junyi Liu, Yuanyuan Zhao, Shaoming Li, Zhe Liu, Xiaodong Zhang

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Crop classification with deep convolutional neural network based on crop feature by Mohamad Reza Gili, Davoud Ashourloo, Hosein Aghighi, Ali Akbar Matkan, Alireza SHakiba

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Divergent crop mapping accuracies across different field types in smallholder farming regions by Xin Huang, Anton Vrieling, Yue Dou, Xueying Li, Andrew Nelson

Subjects: “…Crop classification…”
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Typical Crop Classification of Agricultural Multispectral Remote Sensing Images by Fusing Multi-Attention Mechanism ResNet Networks by Zongpu Li, Zhiyun Xiao, Yulong Zhou, Tengfei Bao

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Integrating Remote Sensing, Landscape Metrics, and Random Forest Algorithm to Analyze Crop Patterns, Factors, Diversity, and Fragmentation in a Kharif Agricultural Landscape by Surajit Banerjee, Tuhina Nandi, Vishwambhar Prasad Sati, Wiem Mezlini, Wafa Saleh Alkhuraiji, Djamil Al-Halbouni, Mohamed Zhran

Subjects: “…crop classification…”
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High Resolution Crop Type and Rotation Mapping in Farming–Pastoral Ecotone in China Using Multi-Satellite Imagery and Google Earth Engine by Zhenwei Hou, Bangqian Chen, Yaqun Liu, Huadong Zang, Kiril Manevski, Fangmiao Chen, Yadong Yang, Junyong Ge, Zhaohai Zeng

Subjects: “…crop classification…”
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Optimizing crop classification in precision agriculture using AlexNet and high resolution UAV imagery by Oluibukun Gbenga Ajayi, Elisha Iwendi, Oluwatobi Olalekan Adetunji

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BERT Bi-modal self-supervised learning for crop classification using Sentinel-2 and Planetscope by Ankit Patnala, Martin G. Schultz, Martin G. Schultz, Juergen Gall, Juergen Gall

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Spatio-temporal-text fusion for hierarchical multi-label crop classification based on time-series remote sensing imagery by Xiyao Li, Jiayi Li, Jie Jiang, Xiaofeng Pan, Xin Huang

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CMTNet: a hybrid CNN-transformer network for UAV-based hyperspectral crop classification in precision agriculture by Xihong Guo, Quan Feng, Faxu Guo

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Multi-Temporal Dual Polarimetric SAR Crop Classification Based on Spatial Information Comprehensive Utilization by Qiang Yin, Yuming Du, Fangfang Li, Yongsheng Zhou, Fan Zhang

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UniHSFormer X for Hyperspectral Crop Classification with Prototype-Routed Semantic Structuring by Zhen Du, Senhao Liu, Yao Liao, Yuanyuan Tang, Yanwen Liu, Huimin Xing, Zhijie Zhang, Donghui Zhang

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Hybrid-KANet: a hyperspectral remote sensing crop classification method based on the Kolmogorov–Arnold network by Weizhen Zhang, Zhihui Li, Tong Zhen

Subjects: “…Crop classification…”
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Area extraction and growth monitoring of sugarcane from multi-source remote sensing images under a polarimetric SAR data compensation based on buildings by Yong Hong, Tianjin Xie, Lengkun Luo, Mi Wang, Deren Li, Qing Zhang, Ting Xu

Subjects: “…Crop classification…”
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Cascade Learning Early Classification: A Novel Cascade Learning Classification Framework for Early-Season Crop Classification by Weilang Kong, Xiaoqi Huang, Jialin Liu, Min Liu, Luo Liu, Yubin Guo

Subjects: “…early-season crop classification…”
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