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A Deep Learning Framework under Attention Mechanism for Wheat Yield Estimation Using Remotely Sensed Indices in the Guanzhong Plain

Created2024-09-12|Updated2024-09-12
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Author: ALTNT
Link: http://blog.705553939.xyz/2024/09/12/crop_classification/%20ADeepLearningFrameworkunderAttentionMechanismforWheat-YieldEstimation-Using-Remotely-Sensed-Indices-in-the-Guanzhong-Plain/
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Contents
  1. 1. A Deep Learning Framework under Attention Mechanism for Wheat Yield Estimation Using Remotely Sensed Indices in the Guanzhong Plain
  2. 2. 基于注意力机制的深度学习框架利用遥感指标进行关中平原小麦产量估算
    1. 2.1. 亮点
    2. 2.2. 摘要
    3. 2.3. 关键词
    4. 2.4. 一、 引言
    5. 2.5. 2.材料和方法
      1. 2.5.1. 2.1 研究区域
      2. 2.5.2. 2.2. 数据集和预处理
        1. 2.5.2.1. 2.2.1 遥感数据
        2. 2.5.2.2. 2.2.3. 产量数据(做标签的方法)
      3. 2.5.3. 2.3. 方法
        1. 2.5.3.1. 2.3.1. ALSTM神经网络
        2. 2.5.3.2. 2.3.2. 基线和模型性能评估
        3. 2.5.3.3. 2.3.3 敏感性分析
    6. 2.6. 3. 结果与分析
      1. 2.6.1. 3.1 县域ALSTM估算精度
      2. 2.6.2. 3.2. ALSTM 模型与 LSTM 性能比较
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