A NEW FORMULATION OF GEOMETRIC MOMENTS FROM LOWER OUTPUT VALUES OF DIGITAL FILTERS

Author:

SHAKIBAEI BARMAK HONARVAR1,PARAMESRAN RAVEENDRAN1

Affiliation:

1. Department of Electrical Engineering, University of Malaya, 50603 Kuala Lumpur, Malaysia

Abstract

An important aspect of the real-time image processing applications using orthogonal moments is the speed of their computation. They can be computed directly or via geometric moments (GMs). One of the fast methods to generate GMs is the usage of the cascaded digital filter outputs. However, a concern of this design is that the outputs of the digital filters, which operate as accumulators, increase exponentially as the orders of moment increase. It is shown in previous works, for an N × N image, the digital filter outputs are sampled at N or later instances. In this paper, we propose a new formulation to solve this problem by using a set of lower digital filter output values as the order of moments increases. This is achieved by sampling the digital filter outputs at earlier instances, N, N - 1, N - 2,…,N - p, where p is the maximum moment order. This method enables the usage of the lower digital filter output values for higher-order moments. As the moment order approaches N, the number of additions is approximately 45% less for the proposed method when compared with the existing methods, resulting in a corresponding reduction in computation time.

Publisher

World Scientific Pub Co Pte Lt

Subject

Electrical and Electronic Engineering,Hardware and Architecture,Electrical and Electronic Engineering,Hardware and Architecture

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Image Analysis by Hahn Moments and a Digital Filter;Advances in Intelligent Systems and Computing;2019

2. Fast and Stable Computation of the Charlier Moments and Their Inverses Using Digital Filters and Image Block Representation;Circuits, Systems, and Signal Processing;2018-01-18

3. Image analysis by Meixner moments and a digital filter;Multimedia Tools and Applications;2017-11-25

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