A hardware architecture for fast video object recognition using SVM and Zernike moments

Cedric Lemaitre; Johel Miteran; Olivier Aubreton; Romuald Mosqueron

doi:10.1117/12.736745

29 May 2007 A hardware architecture for fast video object recognition using SVM and Zernike moments

Cedric Lemaitre, Johel Miteran, Olivier Aubreton, Romuald Mosqueron

Proceedings Volume 6356, Eighth International Conference on Quality Control by Artificial Vision; 63560X (2007) https://doi.org/10.1117/12.736745
Event: Eighth International Conference on Quality Control by Artificial Vision, 2007, Le Creusot, France

Abstract

An architecture for fast video object recognition is proposed. This architecture is based on an approximation of featureextraction function: Zernike moments and an approximation of a classification framework: Support Vector Machines (SVM). We review the principles of the moment-based method and the principles of the approximation method: dithering. We evaluate the performances of two moment-based methods: Hu invariants and Zernike moments. We evaluate the implementation cost of the best method. We review the principles of classification method and present the combination algorithm which consists in rejecting ambiguities in the learning set using SVM decision, before using the learning step of the hyperrectangles-based method. We present result obtained on a standard database: COIL-100. The results are evaluated regarding hardware cost as well as classification performances.

Citation Download Citation

Cedric Lemaitre, Johel Miteran, Olivier Aubreton, and Romuald Mosqueron "A hardware architecture for fast video object recognition using SVM and Zernike moments", Proc. SPIE 6356, Eighth International Conference on Quality Control by Artificial Vision, 63560X (29 May 2007); https://doi.org/10.1117/12.736745

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available