Independent Component Analysis of Edge Information for Face Recognition

Nonfiction, Computers, Advanced Computing, Engineering, Computer Vision, Science & Nature, Technology, Electronics
Cover of the book Independent Component Analysis of Edge Information for Face Recognition by Kailash Jagannath Karande, Sanjay Nilkanth Talbar, Springer India
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Author: Kailash Jagannath Karande, Sanjay Nilkanth Talbar ISBN: 9788132215127
Publisher: Springer India Publication: July 15, 2013
Imprint: Springer Language: English
Author: Kailash Jagannath Karande, Sanjay Nilkanth Talbar
ISBN: 9788132215127
Publisher: Springer India
Publication: July 15, 2013
Imprint: Springer
Language: English

The book presents research work on face recognition using edge information as features for face recognition with ICA algorithms. The independent components are extracted from edge information. These independent components are used with classifiers to match the facial images for recognition purpose. In their study, authors have explored Canny and LOG edge detectors as standard edge detection methods. Oriented Laplacian of Gaussian (OLOG) method is explored to extract the edge information with different orientations of Laplacian pyramid. Multiscale wavelet model for edge detection is also proposed to extract edge information. The book provides insights for advance research work in the area of image processing and biometrics.

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The book presents research work on face recognition using edge information as features for face recognition with ICA algorithms. The independent components are extracted from edge information. These independent components are used with classifiers to match the facial images for recognition purpose. In their study, authors have explored Canny and LOG edge detectors as standard edge detection methods. Oriented Laplacian of Gaussian (OLOG) method is explored to extract the edge information with different orientations of Laplacian pyramid. Multiscale wavelet model for edge detection is also proposed to extract edge information. The book provides insights for advance research work in the area of image processing and biometrics.

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