Given the input image and the filter of the convolution, what are the output of the convolution and the output of the max pooling in the following figure?

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
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Given the input image and the filter of the convolution, what are the output of the
convolution and the output of the max pooling in the following figure?e
Filter
10 -1
101
10 -1
102 011
|102 01 1
102 011
|1 1 2 01 o
|112010
112 010
Output after
Convolution
Output after
Pooling
Convolution
Маx рooling
Input image
Requirements for convolution: e
Padding: samee
Stride = 1 (for both vertical and horizontal directions)-
• Requirement for Max Pooling: e
Stride = 3 (for both vertical and horizontal directions)-
Filter size in the Max pooling = 3x3-
Padding: valide
In Padding, if enlarging the matrix (input image or output after convolution) is needed,
student must enlarge the matrix by adding the constant value "Zero" to the edge.e
Your answer must include the calculation process.e
Transcribed Image Text:Given the input image and the filter of the convolution, what are the output of the convolution and the output of the max pooling in the following figure?e Filter 10 -1 101 10 -1 102 011 |102 01 1 102 011 |1 1 2 01 o |112010 112 010 Output after Convolution Output after Pooling Convolution Маx рooling Input image Requirements for convolution: e Padding: samee Stride = 1 (for both vertical and horizontal directions)- • Requirement for Max Pooling: e Stride = 3 (for both vertical and horizontal directions)- Filter size in the Max pooling = 3x3- Padding: valide In Padding, if enlarging the matrix (input image or output after convolution) is needed, student must enlarge the matrix by adding the constant value "Zero" to the edge.e Your answer must include the calculation process.e
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