Skip to Content
Mastering Computer Vision with TensorFlow 2.x
book

Mastering Computer Vision with TensorFlow 2.x

by Krishnendu Kar
May 2020
Beginner to intermediate
430 pages
10h 39m
English
Packt Publishing
Content preview from Mastering Computer Vision with TensorFlow 2.x

Image smoothing

In image smoothing, the high-frequency noise from an image is removed by applying low-pass filters, such as the following:

  • A mean filter
  • A median filter
  • A Gaussian filter

This blurs the image and is performed by applying a pixel whose end values do not change sign and do not differ in value appreciably.

Image filtering is typically done by sliding a box filter over an image. A box filter is represented by an kernel divided by (n*m), where n is the number of rows and m is the number of columns. For a 3 x 3 kernel this looks as follows:

Let's say this kernel is applied to the RGB image described previously. For reference, ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Hands-On Computer Vision with TensorFlow 2

Hands-On Computer Vision with TensorFlow 2

Benjamin Planche, Eliot Andres
Deep Learning with TensorFlow 2 and Keras - Second Edition

Deep Learning with TensorFlow 2 and Keras - Second Edition

Antonio Gulli, Dr. Amita Kapoor, Sujit Pal

Publisher Resources

ISBN: 9781838827069