Exploring polynomial based interpolation schemes for photoacoustic tomographic image reconstruction.
Avijit Paul1, Pankaj Warbal1, Amrita Mukherjee1
1Department of Applied Sciences, Indian Institute of Information Technology Allahabad, Jhalwa, Prayagraj 211015, India.
Biomedical Physics & Engineering Express
|December 7, 2021
Summary
Nearest-neighbor interpolation offers superior image reconstruction for sparse sources in photoacoustic tomography (PAT). This technique may be practical for vascular imaging applications using PAT.
Area of Science:
- Medical Imaging
- Biomedical Engineering
- Computational Imaging
Background:
- Photoacoustic tomography (PAT) is a hybrid imaging modality combining optical excitation with ultrasound detection.
- Accurate image reconstruction in PAT is crucial for resolving anatomical structures and physiological processes.
- Polynomial-based interpolation methods are often employed in PAT for constructing the model matrix.
Purpose of the Study:
- To evaluate the performance of different polynomial-based interpolation methods in photoacoustic tomography (PAT).
- To compare image reconstruction quality using nearest-neighbor, bilinear, bicubic, and biquintic algorithms.
- To determine the optimal interpolation strategy for various source distributions in PAT.
Main Methods:
- Implementation of nearest-neighbor, bilinear, bicubic, and biquintic interpolation algorithms.
- Construction of the PAT model matrix using these interpolation schemes.
- Image reconstruction utilizing Tikhonov regularization and total variation (TV) minimization.
- Validation through numerical simulations and experimental phantom studies.
Main Results:
- Interpolation method performance was comparable for large photoacoustic (PA) sources.
- The nearest-neighbor method demonstrated superior image reconstruction for sparse PA sources.
- Bilinear, bicubic, and biquintic methods showed similar performance, particularly for dense sources.
Conclusions:
- The choice of interpolation method in PAT can impact image reconstruction quality, especially for sparse sources.
- Nearest-neighbor interpolation is a viable and potentially advantageous method for vascular imaging using PAT.
- Further investigation into interpolation's role in PAT for specific clinical applications is warranted.
Related Concept Videos
Reconstruction of Signal using Interpolation
397
Signal processing techniques are essential for accurately converting continuous signals to digital formats and vice versa. When a continuous signal is sampled with a period T, the resulting sampled signal exhibits replicas of the original spectrum in the frequency domain, spaced at intervals equal to the sampling frequency. To handle this sampled signal, a zero-order hold method can be applied, which creates a piecewise constant signal by retaining each sample's value until the next...
397
Computed Tomography
6.9K
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
6.9K
Linear Approximation in Time Domain
138
Nonlinear systems often require sophisticated approaches for accurate modeling and analysis, with state-space representation being particularly effective. This method is especially useful for systems where variables and parameters vary with time or operating conditions, such as in a simple pendulum or a translational mechanical system with nonlinear springs.
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
138
Imaging Studies III: Computed Tomography
84
DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...
84
Linear Approximation in Frequency Domain
164
Linear systems are characterized by two main properties: superposition and homogeneity. Superposition allows the response to multiple inputs to be the sum of the responses to each individual input. Homogeneity ensures that scaling an input by a scalar results in the response being scaled by the same scalar.
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
164
Electron Microscope Tomography and Single-particle Reconstruction
2.6K
Transmission electron microscopy (TEM) can be used to determine the 3D structure of biological samples with the help of techniques such as electron microscope tomography and single-particle reconstruction. While single-particle reconstruction can examine macromolecules and macromolecular complexes in vitro conditions only, tomography permits the study of cell components or small cells in vivo.
Electron Tomography
Electron tomography can be performed either in TEM or STEM (scanning transmission...
Electron Tomography
Electron tomography can be performed either in TEM or STEM (scanning transmission...
2.6K


