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Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding

Created2024-10-27|Updated2025-02-28
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Author: ALTNT
Link: http://blog.705553939.xyz/2024/10/27/crop_classification/2021-CVPRSelf-Supervised-RSE-Representations/
Copyright Notice: All articles in this blog are licensed under CC BY-NC-SA 4.0 unless stating additionally.
crop classification
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Contents
  1. 1. Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding
    1. 1.1. 引言
    2. 1.2. 2、相关工作
      1. 1.2.1. 2.1. 视觉表征的自监督学习
      2. 1.2.2. 2.2. 遥感中的自监督学习
    3. 1.3. 3、数据集
      1. 1.3.1. 3.1。用于自我监督预训练的数据集
      2. 1.3.2. 3.2. 用于评估学习表示的数据集
    4. 1.4. 4.方法
      1. 1.4.1. 4.1. 自监督预训练
      2. 1.4.2. 4.2.迁移学习
    5. 1.5. 5.实验设置
    6. 1.6. 6.实验结果
      1. 1.6.1. 6.1. 使用 RGB 图像进行特征提取
      2. 1.6.2. 6.2.多光谱图像特征提取
      3. 1.6.3. 6.3.微调
    7. 1.7. 7.结论
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