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Contrastive Multiview Coding

Created2024-12-02|Updated2025-02-28
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Author: ALTNT
Link: http://blog.705553939.xyz/2024/12/02/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/%E8%87%AA%E7%9B%91%E7%9D%A3/2020-ECCV2020-Contrastive-Multiview-Coding/
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Contents
  1. 1. Contrastive Multiview Coding
    1. 1.1. 摘要
    2. 1.2. 引言
    3. 1.3. 方法
      1. 1.3.1. 3.1. 预测性学习
      2. 1.3.2. 3.2. 两种视角的对比学习
        1. 1.3.2.1. 实现判别器：
        2. 1.3.2.2. 连接到互信息
      3. 1.3.3. 3.3. 多视角对比学习
      4. 1.3.4. 3.4. 实现对比损失。
        1. 1.3.4.1. Memory bank
    4. 1.4. 4 实验
      1. 1.4.1. 4.1. 在 ImageNet 上对 CMC 进行基准测试
        1. 1.4.1.1. 设置
        2. 1.4.1.2. 实现
        3. 1.4.1.3. CMC 与 AlexNet
        4. 1.4.1.4. CMC 与 ResNet
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