Fourier Synchrosqueezed Transform When Used for Medical OCT Image Enhancement

A projection scheme in the Fourier domain is proposed to suppress speckle noise in Optical Computed Tomography (OCT) images. A comparison is held between the discrete fast Fourier transform (FFT) and the discrete Fourier synchrosqueezed transform (FSST) through two hard thresholding techniques; the projection of signal space onto the noisy subspace in the frequency domain, and the selection of large magnitude coefficients from the spectrum. Results show the efficacy of the Fourier transform compared to the Fourier synchrosqueezed transform, and that is through the projection method over the selection of large magnitude coefficients method. When applied to simulated and real OCT images, and in terms of numerical and visual assessment, the proposed scheme has outperformed benchmark schemes used in the area of OCT image despeckling, such as Total Variation (TV) filter, Geometric Non-Linear Diffusion (GNLD) filter and Detail Preserving Anisotropic Diffusion (DPAD) filter.

Authors

Institutions

Publication Details

Published
2024-12-03
DOI
https://doi.org/10.1109/isaect64333.2024.10799898
Citations
1
Primary Topic
Optical Coherence Tomography Applications
Type
article
Field-Weighted Citation Impact
0.18
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Fourier Synchrosqueezed Transform When Used for Medical OCT Image Enhancement

Hiren Mewada, Jawad F. Al‐Asad
1 citations
Optical Coherence Tomography Applications
0.18
article

Fourier Synchrosqueezed Transform When Used for Medical OCT Image Enhancement

Hiren Mewada, Jawad F. Al‐Asad
article en
1 citations

Abstract

A projection scheme in the Fourier domain is proposed to suppress speckle noise in Optical Computed Tomography (OCT) images. A comparison is held between the discrete fast Fourier transform (FFT) and the discrete Fourier synchrosqueezed transform (FSST) through two hard thresholding techniques; the projection of signal space onto the noisy subspace in the frequency domain, and the selection of large magnitude coefficients from the spectrum. Results show the efficacy of the Fourier transform compared to the Fourier synchrosqueezed transform, and that is through the projection method over the selection of large magnitude coefficients method. When applied to simulated and real OCT images, and in terms of numerical and visual assessment, the proposed scheme has outperformed benchmark schemes used in the area of OCT image despeckling, such as Total Variation (TV) filter, Geometric Non-Linear Diffusion (GNLD) filter and Detail Preserving Anisotropic Diffusion (DPAD) filter.

Prince Mohammad bin Fahd University (SA)
Openalex Percentile: Top 49%
Optical Coherence Tomography Applications
0.18
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.