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卷积内核
卷积核
The direct convolution kernel includes the following optimizations
直接卷积内核包括以下优化:
Results are written to the output image, and the allocated memory is cleared for the convolution kernel.
结果被写入输出图像,为卷积内核清除分配的内存。
Here x and y are the coordinates of the element in the convolution kernel.
此处,x 和 y 是卷积内核中元素的坐标。
This kernel is then applied to every pixel of the image, with the center element of the convolution kernel placed over the source pixel (Px).
然后将该内核应用于图像的每个像素,卷积内核的中心元素被放置在源像素上 (Px ) 。
For the DeepBench convolution kernel (Fig. 2) we also include results for the open-source Intel optimized convolution layer implementation using libxsmm.
In JavaScript we need to supply a convolution kernel and its weight
在JavaScript中我们需要提供卷积内核和它的权重
Therefore, the output shape of the convolutional layer is determined by the shape of the input and the shape of the convolution kernel window. In several cases we might want to change the dimensionality of the output
The shape of some layers can change. The convolution layer, for example, adds a dimension and changes the value of length and width according to the characteristics of the convolution kernel (filter).
If you follow the comments in the code, "BoxBlur.cpp" is setting up offsets, handling calculations when edge conditions make convolution impossible, and applying the convolution kernel to each element for red, blue, and green colors.
Intuitively, separable convolutions can be understood as a way to factorize a convolution kernel into two smaller kernels, or as an extreme version of an Inception block.
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