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20242026
most citedSurvey of Deep Learning and Physics-Based Approaches in Computational Wave Imaging

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physics.med-ph2026

Benchmarking Deep Learning-Based Reconstruction Methods for Photoacoustic Computed Tomography with Clinically Relevant Synthetic Datasets

Panpan Chen, Seonyeong Park, Gangwon Jeong +3

Deep learning (DL)-based image reconstruction methods for photoacoustic computed tomography (PACT) have developed rapidly in recent years. However, most existing methods have not e…

physics.med-ph2025

Stochastic numerical head phantoms to enable virtual imaging studies of transcranial photoacoustic computed tomography

Hsuan-Kai Huang, Joseph Kuo, Seonyeong Park +3

Transcranial photoacoustic computed tomography (PACT) is an emerging neuroimaging modality, but skull-induced aberrations can result in severe image artifacts if not compensated fo…

physics.med-ph2025

Application of a Virtual Imaging Framework for Investigating a Deep Learning-Based Reconstruction Method for 3D Quantitative Photoacoustic Computed Tomography

Refik Mert Cam, Seonyeong Park, Umberto Villa +1

Quantitative photoacoustic computed tomography (qPACT) is a promising imaging modality for estimating physiological parameters such as blood oxygen saturation. However, developing…

physics.med-ph2025

Estimating Task-based Performance Bounds for Accelerated MRI Image Reconstruction Methods by Use of Learned-Ideal Observers

Kaiyan Li, Prabhat Kc, Hua Li +3

Medical imaging systems are commonly assessed and optimized by the use of objective measures of image quality (IQ). The performance of the ideal observer (IO) acting on imaging mea…

physics.med-ph2024

Learning a Filtered Backprojection Reconstruction Method for Photoacoustic Computed Tomography with Hemispherical Measurement Geometries

Panpan Chen, Seonyeong Park, Refik Mert Cam +4

In certain three-dimensional (3D) applications of photoacoustic computed tomography (PACT), including \textit{in vivo} breast imaging, hemispherical measurement apertures that encl…

physics.med-ph2024

Optimizing Quantitative Photoacoustic Imaging Systems: The Bayesian Cramér-Rao Bound Approach

Evan Scope Crafts, Mark A. Anastasio, Umberto Villa

Quantitative photoacoustic computed tomography (qPACT) is an emerging medical imaging modality that carries the promise of high-contrast, fine-resolution imaging of clinically rele…