JOURNAL ARTICLE

Spatial-variant Image Filtering Based on Bidimensional Empirical Mode Decomposition

Abstract

This paper presents a fully automatic spatial-variant approach for image filtering and representation based on bidimensional empirical mode decomposition (BEMD). Unlike traditional filtering strategies which demonstrate poor performance for multicomponent, non-stationary images, the proposed method adaptively tracks the local characteristics of image intensities. In this paper, we first describe our own BEMD algorithm and use it to decompose gray level images into a finite number of spatial frequency components, called intrinsic mode functions (IMF). Then based on the statistical properties of the IMFs, features can be extracted. The idea is to group certain adjacent modes together to realize image filtering. Experiments on natural multipartite images have indicated the effectiveness of our approach

Keywords:
Hilbert–Huang transform Image (mathematics) Computer science Artificial intelligence Pattern recognition (psychology) Mode (computer interface) Computer vision Decomposition Representation (politics) Spatial filter Algorithm Filter (signal processing)

Metrics

9
Cited By
2.71
FWCI (Field Weighted Citation Impact)
7
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Machine Fault Diagnosis Techniques
Physical Sciences →  Engineering →  Control and Systems Engineering
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Structural Health Monitoring Techniques
Physical Sciences →  Engineering →  Civil and Structural Engineering

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