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卷积层中filters/kernel_size/strides/padding参数的含义

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  • 2021年05月30日
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卷积运算

首先,假设有一个RGB三通道的图像,它可以用一个 W x H x 3 的张量表示,对它使用 一个卷积核进行卷积,运算过程如下所示。

图中的深色区域每次移动一格,即strides(步长)为1。



Stride 步长

如图,步长为2时的效果。



Padding 填充

如图。



卷积层

卷积层中filters参数表示卷积核的数量,一个卷积层会对图像使用不同的卷积核进行卷积,也就是做很多次卷积,生成不同的特征图。

特征图叠起来,形成张量,因此filters即为下一层张量的深度。

卷积核的大小 N x N 就是kernel_size

卷积核矩阵的具体数字,就是神经网络优化出来的权重,只需设定初始值。

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Hhh 2022年3月16日 11:15
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jexjws
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jexjws
jexjws 2022年6月8日 20:17
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what?

爱老黄 2021年07月24日 15:32
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挺抽象的!!!!🐂

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