Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Mastering OpenCV 3

You're reading from   Mastering OpenCV 3 Get hands-on with practical Computer Vision using OpenCV 3

Arrow left icon
Product type Paperback
Published in Apr 2017
Publisher
ISBN-13 9781786467171
Length 250 pages
Edition 2nd Edition
Languages
Tools
Arrow right icon
Authors (6):
Arrow left icon
Shervin Emami Shervin Emami
Author Profile Icon Shervin Emami
Shervin Emami
David Millán Escrivá David Millán Escrivá
Author Profile Icon David Millán Escrivá
David Millán Escrivá
Eugene Khvedchenia Eugene Khvedchenia
Author Profile Icon Eugene Khvedchenia
Eugene Khvedchenia
Daniel Lelis Baggio Daniel Lelis Baggio
Author Profile Icon Daniel Lelis Baggio
Daniel Lelis Baggio
Roy Shilkrot Roy Shilkrot
Author Profile Icon Roy Shilkrot
Roy Shilkrot
Jason Saragih Jason Saragih
Author Profile Icon Jason Saragih
Jason Saragih
+2 more Show less
Arrow right icon
View More author details
Toc

Active Shape Models


As mentioned earlier, AAMs require a shape model, and this role is played by Active Shape Models (ASMs). In the upcoming sections, we will create an ASM that is a statistical model of shape variation. The shape model is generated through the combination of shape variations. A training set of labeled images is required, as described in the article Active Shape Models--Their Training and Application, by Timothy Cootes. In order to build a face-shape model, several images marked with points on key positions of a face are required to outline the main features. The following screenshot shows such an example:

There are 76 landmarks on a face, which are taken from the MUCT dataset. These landmarks are usually marked up by hand, and they outline several face features such as mouth contour, nose, eyes, eyebrows, and face shape, since they are easier to track.

Note

Procrustes Analysis: A form of statistical shape analysis used to analyze the distribution of a set of shapes. Procrustes...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image