Abstract

Three-dimensional (3D) imaging and display have been subjects of much research due to their diverse benefits and applications.This paper presents a new approach for decomposing the three-dimensional medical images using Bidimensional Empirical Mode Decomposition (BEMD).The BEMD is an extension of the Empirical Mode Decomposition (EMD), which can decompose non-linear and non-stationary signals into basis functions called the Intrinsic Mode Functions (IMFs).IMFs are monocomponent functions that have well defined instantaneous frequencies.This decomposition, obtained by a process known as sifting process, allows extracting the structures at different scales and spatial frequencies with modulation in amplitudes and frequency.BEMD decomposes an image into bidimensional BIMFs.This paper suggests a simple, but effective, method for decomposing a three-dimensional medical image into basis function.This approach is neither parametric nor data driven, which means it does not depend on a priori basis set.Moreover, it preserves the totality of information in term of the quality of the reconstructed 3D image.The performance of this approach, using the BEMD, is approved with some medical images.

Keywords:
Hilbert–Huang transform Decomposition Image (mathematics) Computer science Mode (computer interface) Artificial intelligence Computer vision Chemistry Human–computer interaction

Metrics

3
Cited By
0.52
FWCI (Field Weighted Citation Impact)
23
Refs
0.75
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Machine Fault Diagnosis Techniques
Physical Sciences →  Engineering →  Control and Systems Engineering
Spectroscopy and Chemometric Analyses
Physical Sciences →  Chemistry →  Analytical Chemistry

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