[HTML][HTML] Deep learning for biomedical photoacoustic imaging: A review

J Gröhl, M Schellenberg, K Dreher, L Maier-Hein - Photoacoustics, 2021 - Elsevier
Photoacoustic imaging (PAI) is a promising emerging imaging modality that enables
spatially resolved imaging of optical tissue properties up to several centimeters deep in …

Deep learning in photoacoustic tomography: current approaches and future directions

A Hauptmann, B Cox - Journal of Biomedical Optics, 2020 - spiedigitallibrary.org
Biomedical photoacoustic tomography, which can provide high-resolution 3D soft tissue
images based on optical absorption, has advanced to the stage at which translation from the …

Fully dense UNet for 2-D sparse photoacoustic tomography artifact removal

S Guan, AA Khan, S Sikdar… - IEEE journal of …, 2019 - ieeexplore.ieee.org
Photoacoustic imaging is an emerging imaging modality that is based upon the
photoacoustic effect. In photoacoustic tomography (PAT), the induced acoustic pressure …

Model-based learning for accelerated, limited-view 3-D photoacoustic tomography

A Hauptmann, F Lucka, M Betcke… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Recent advances in deep learning for tomographic reconstructions have shown great
potential to create accurate and high quality images with a considerable speed up. In this …

Deep learning for photoacoustic tomography from sparse data

S Antholzer, M Haltmeier, J Schwab - Inverse problems in science …, 2019 - Taylor & Francis
The development of fast and accurate image reconstruction algorithms is a central aspect of
computed tomography. In this paper, we investigate this issue for the sparse data problem in …

Recent advances in photoacoustic contrast agents for in vivo imaging

PK Upputuri, M Pramanik - Wiley Interdisciplinary Reviews …, 2020 - Wiley Online Library
Photoacoustic imaging (PAI) is a noninvasive hybrid imaging modality offering rich optical
contrast and high depth‐to‐resolution ratio deep‐tissue imaging. Endogenous …

Optoacoustic mesoscopy for biomedicine

M Omar, J Aguirre, V Ntziachristos - Nature biomedical engineering, 2019 - nature.com
Fuelled by innovation, optical microscopy plays a critical role in the life sciences and
medicine, from basic discovery to clinical diagnostics. However, optical microscopy is limited …

Structural and functional photoacoustic molecular tomography aided by emerging contrast agents

L Nie, X Chen - Chemical Society Reviews, 2014 - pubs.rsc.org
Photoacoustic tomography (PAT) can offer structural, functional and molecular contrasts at
scalable observation level. By ultrasonically overcoming the strong optical scattering, this …

Recent advances toward preclinical and clinical translation of photoacoustic tomography: a review

PK Upputuri, M Pramanik - Journal of biomedical optics, 2017 - spiedigitallibrary.org
Photoacoustic imaging is an emerging hybrid imaging modality that can provide
multicontrast, multiscale imaging of biological features ranging from organelles to organs …

A Deep Learning-Based Model That Reduces Speed of Sound Aberrations for Improved In Vivo Photoacoustic Imaging

S Jeon, W Choi, B Park, C Kim - IEEE transactions on image …, 2021 - ieeexplore.ieee.org
Photoacoustic imaging (PAI) has attracted great attention as a medical imaging method.
Typically, photoacoustic (PA) images are reconstructed via beamforming, but many factors …