Your input is a 58 * 91 RGB image, and you use a convolutional layer with 100 filters that are each 6 * 5 and with one bias parameter for each filter, using a stride of (4,6) and a total padding of 4. 1. What is the output shape? 2. What is the number of parameters (including the bias parameters)? 3. Suppose we further use a 3 * 4 max-pooling layer (with a stride of (3,4) and no padding) after the above convolutional layer. What is the output shape of the max-pooling layer?

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
Section: Chapter Questions
Problem 1PE
icon
Related questions
Question
Your input is a 58 * 91 RGB image, and you use a convolutional layer with 100 filters that are each 6 * 5 and with one bias parameter for each filter, using a stride of (4,6) and a total
padding of 4.
1. What is the output shape?
2. What is the number of parameters (including the bias parameters)?
3. Suppose we further use a 3 * 4 max-pooling layer (with a stride of (3,4) and no padding) after the above convolutional layer. What is the output shape of the max-pooling layer?
Transcribed Image Text:Your input is a 58 * 91 RGB image, and you use a convolutional layer with 100 filters that are each 6 * 5 and with one bias parameter for each filter, using a stride of (4,6) and a total padding of 4. 1. What is the output shape? 2. What is the number of parameters (including the bias parameters)? 3. Suppose we further use a 3 * 4 max-pooling layer (with a stride of (3,4) and no padding) after the above convolutional layer. What is the output shape of the max-pooling layer?
Expert Solution
trending now

Trending now

This is a popular solution!

steps

Step by step

Solved in 2 steps

Blurred answer
Knowledge Booster
Research
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, computer-science and related others by exploring similar questions and additional content below.
Similar questions
  • SEE MORE QUESTIONS
Recommended textbooks for you
Database System Concepts
Database System Concepts
Computer Science
ISBN:
9780078022159
Author:
Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:
McGraw-Hill Education
Starting Out with Python (4th Edition)
Starting Out with Python (4th Edition)
Computer Science
ISBN:
9780134444321
Author:
Tony Gaddis
Publisher:
PEARSON
Digital Fundamentals (11th Edition)
Digital Fundamentals (11th Edition)
Computer Science
ISBN:
9780132737968
Author:
Thomas L. Floyd
Publisher:
PEARSON
C How to Program (8th Edition)
C How to Program (8th Edition)
Computer Science
ISBN:
9780133976892
Author:
Paul J. Deitel, Harvey Deitel
Publisher:
PEARSON
Database Systems: Design, Implementation, & Manag…
Database Systems: Design, Implementation, & Manag…
Computer Science
ISBN:
9781337627900
Author:
Carlos Coronel, Steven Morris
Publisher:
Cengage Learning
Programmable Logic Controllers
Programmable Logic Controllers
Computer Science
ISBN:
9780073373843
Author:
Frank D. Petruzella
Publisher:
McGraw-Hill Education