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Winter Wheat Yield Estimation from Multi-temporal Remote Sensing Images Based on Convolutional Neural Networks

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Winter-Wheat-Yield-Estimation

Winter Wheat Yield Estimation from Multi-temporal Remote Sensing Images Based on Convolutional Neural Networks

shell_doc:通过Shell和GDAL进行遥感数据的预处理

cnn_dataelt:神经网络样本构建过程,通过直方图提取和时间序列融合

cnn_stride.py:卷积神经网络结构定义

cnn_train.py:神经网络训练

ReModel:使用神经网络进行预测

关于这个项目的文章可以参考Multitemp 2019的会议论文集: Winter Wheat Yield Estimation from Multi-temporal Remote Sensing Images Based on Convolutional Neural Networks.(https://ieeexplore.ieee.org/document/8866918)

基于卷积神经网络的中国北方冬小麦遥感估产(http://www.tcsae.org/nygcxb/ch/reader/view_abstract.aspx?file_no=20191516&flag=1)

对于代码和文章有更近一步想法的小伙伴多多批评指正,邮箱[email protected] Wechat:mkgr1314520

向大佬致敬( https://cs.stanford.edu/~jiaxuan/ ), 多谢最早开始此项目的作者Jiaxuan You的支持,论文地址:https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14435

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