Convolutional Neural Network CNN: What is the Output Volume of a CNN with Input Size 63x63x16, Filter Size 7×7, Stride 2, and No Padding?

Learn how to calculate the output volume of a Convolutional Neural Network (CNN) with an input size of 63x63x16, 32 filters of size 7×7, stride 2, and no padding. Detailed explanation for CNN certification exams.

Question

You have an input volume that is 63x63x16, and convolve it with 32 filters that are each 7×7, using a stride of 2 and no padding. What is the output volume?

A. 16x16x32
B. 29x29x16
C. 29x29x32
D. 16x16x16

Answer

C. 29x29x32

Explanation

This method ensures accurate calculations for any CNN problem involving input size, filter dimensions, stride, and padding.

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