Reader small image

You're reading from  OpenCV 3.0 Computer Vision with Java

Product typeBook
Published inJul 2015
Reading LevelIntermediate
Publisher
ISBN-139781783283972
Edition1st Edition
Languages
Tools
Right arrow
Author (1)
Daniel Lelis Baggio
Daniel Lelis Baggio
author image
Daniel Lelis Baggio

Daniel Lélis Baggio has started his works in computer vision through medical image processing at InCor (Instituto do Coração – Heart Institute) in São Paulo, Brazil, where he worked with intra-vascular ultrasound (IVUS) image segmentation. After that he has focused on GPGPU and ported that algorithm to work with NVidia's Cuda. He has also dived into 6 degrees of freedom head tracking with Natural User Interface group through a project called EHCI (http://code.google.com/p/ehci/ ). He also wrote “Mastering OpenCV with Practical Computer Vision Projects” from Packt Publishing.
Read more about Daniel Lelis Baggio

Right arrow

Summary


This chapter explained the theory and practice of basic image processing operations that will be required in any computer vision project. We started with filters that work with simple average or using a Gaussian weighting as well as a median and discussed the interesting bilateral filter, which maintains edges. Then, we explored the important morphological operators, such as erosion, dilation, opening, and closing, which appear in the context of isolating elements, removing noise, and joining distanced elements in an image. We followed this with the well-known paint bucket operation through flood filling. Then, we explored time and processing saving image pyramids, which make segmentation faster in higher levels by decreasing the image area to one quarter in each layer. We finally explained the important image segmentation technique called thresholding and tested the adaptive thresholding as well.

In the next chapter, we will focus on important image transforms, which will allow us...

lock icon
The rest of the page is locked
Previous PageNext Chapter
You have been reading a chapter from
OpenCV 3.0 Computer Vision with Java
Published in: Jul 2015Publisher: ISBN-13: 9781783283972

Author (1)

author image
Daniel Lelis Baggio

Daniel Lélis Baggio has started his works in computer vision through medical image processing at InCor (Instituto do Coração – Heart Institute) in São Paulo, Brazil, where he worked with intra-vascular ultrasound (IVUS) image segmentation. After that he has focused on GPGPU and ported that algorithm to work with NVidia's Cuda. He has also dived into 6 degrees of freedom head tracking with Natural User Interface group through a project called EHCI (http://code.google.com/p/ehci/ ). He also wrote “Mastering OpenCV with Practical Computer Vision Projects” from Packt Publishing.
Read more about Daniel Lelis Baggio