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Suppose you have a convolutional network with the following architecture: The input is an RGB image of size 2 5 6 times 2 5
Suppose you have a convolutional network with the following architecture:
The input is an RGB image of size times
The first layer is a convolution layer with feature maps and filters of size times
It uses a stride of so it has the same width and height as the original image.
The next layer is a pooling layer with a stride of so it reduces the size of each
dimension by a factor of and pooling groups of size times
Determine the size of the receptive field for a single unit in the pooling layer. Ie
determine the size of the region of the input image which influences the activation of
that unit. You may assume the receptive field lies entirely within the image. Hint:
you may want to draw a onedimensional conv net to reason about this problem.
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