Rotation and translation invariant feature extraction using angular projection in frequency domain

Bumshik Lee; Munchurl Kim

doi:10.1117/12.650562

17 January 2006 Rotation and translation invariant feature extraction using angular projection in frequency domain

Bumshik Lee, Munchurl Kim

Proceedings Volume 6073, Multimedia Content Analysis, Management, and Retrieval 2006; 60730O (2006) https://doi.org/10.1117/12.650562
Event: Electronic Imaging 2006, 2006, San Jose, California, United States

Abstract

This paper presents a new approach to translation and rotation invariant texture feature extraction for image texture retrieval. For the rotation invariant feature extraction, we invent angular projection along angular frequency in Polar coordinate system. The translation and rotation invariant feature vector for representing texture images is constructed by the averaged magnitude and the standard deviations of the magnitude of the Fourier transform spectrum obtained by the proposed angular projection. In order to easily implement the angular projection, the Radon transform is employed to obtain the Fourier transform spectrum of images in the Polar coordinate system. Then, angular projection is applied to extract the feature vector. We present our experimental results to show the robustness against the image rotation and the discriminatory capability for different texture images using MPEG-7 data set. Our Experiment result shows that the proposed rotation and translation invariant feature vector is effective in retrieval performance for the texture images with homogeneous, isotropic and local directionality.

Citation Download Citation

Bumshik Lee and Munchurl Kim "Rotation and translation invariant feature extraction using angular projection in frequency domain", Proc. SPIE 6073, Multimedia Content Analysis, Management, and Retrieval 2006, 60730O (17 January 2006); https://doi.org/10.1117/12.650562

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

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
10 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Image retrieval

Fourier transforms

Feature extraction

Radon transform

Databases

Image classification

Holmium

Show All Keywords

Keywords/Phrases

Search In:

Publication Years