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WenbinLee avatar WenbinLee commented on June 24, 2024

您好,这个问题问的非常好,我们其实是采用了一个比较巧妙的方式来实现这个可学习权重w,

我们在计算查询图像Q与某个类别的相似度的时候,假设Q有m个局部相似度,我们直接把这m个相似度存下来,放在mea_sim里,它的维度是"类别数量*m",然后在self.classifier里我们采用了一个Conv1d来,使得Kernel size和stride都等于m,即论文中的441,通过这种方式就自动学习了w

nn.Conv1d(1, 1, kernel_size=441, stride=441, bias=use_bias)

from covamnet.

WriteCodee avatar WriteCodee commented on June 24, 2024

您好,这个问题问的非常好,我们其实是采用了一个比较巧妙的方式来实现这个可学习权重w,

我们在计算查询图像Q与某个类别的相似度的时候,假设Q有m个局部相似度,我们直接把这m个相似度存下来,放在mea_sim里,它的维度是"类别数量*m",然后在self.classifier里我们采用了一个Conv1d来,使得Kernel size和stride都等于m,即论文中的441,通过这种方式就自动学习了w

nn.Conv1d(1, 1, kernel_size=441, stride=441, bias=use_bias)

好的明白了,谢谢您!

from covamnet.

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