[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 …

[HTML][HTML] Review of deep learning for photoacoustic imaging

C Yang, H Lan, F Gao, F Gao - Photoacoustics, 2021 - Elsevier
Abstract Machine learning has been developed dramatically and witnessed a lot of
applications in various fields over the past few years. This boom originated in 2009, when a …

[HTML][HTML] Y-Net: Hybrid deep learning image reconstruction for photoacoustic tomography in vivo

H Lan, D Jiang, C Yang, F Gao, F Gao - Photoacoustics, 2020 - Elsevier
Conventional reconstruction algorithms (eg, delay-and-sum) used in photoacoustic imaging
(PAI) provide a fast solution while many artifacts remain, especially for limited-view with ill …

Anatomy-aided deep learning for medical image segmentation: a review

L Liu, JM Wolterink, C Brune… - Physics in Medicine & …, 2021 - iopscience.iop.org
Deep learning (DL) has become widely used for medical image segmentation in recent
years. However, despite these advances, there are still problems for which DL-based …

Deep-learning image reconstruction for real-time photoacoustic system

MW Kim, GS Jeng, I Pelivanov… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Recent advances in photoacoustic (PA) imaging have enabled detailed images of
microvascular structure and quantitative measurement of blood oxygenation or perfusion …

Photoacoustic imaging aided with deep learning: a review

P Rajendran, A Sharma, M Pramanik - Biomedical Engineering Letters, 2022 - Springer
Photoacoustic imaging (PAI) is an emerging hybrid imaging modality integrating the benefits
of both optical and ultrasound imaging. Although PAI exhibits superior imaging capabilities …

Deep learning in photoacoustic imaging: a review

H Deng, H Qiao, Q Dai, C Ma - Journal of Biomedical Optics, 2021 - spiedigitallibrary.org
Significance: Photoacoustic (PA) imaging can provide structural, functional, and molecular
information for preclinical and clinical studies. For PA imaging (PAI), non-ideal signal …

[HTML][HTML] Domain transform network for photoacoustic tomography from limited-view and sparsely sampled data

T Tong, W Huang, K Wang, Z He, L Yin, X Yang… - Photoacoustics, 2020 - Elsevier
Medical image reconstruction methods based on deep learning have recently demonstrated
powerful performance in photoacoustic tomography (PAT) from limited-view and sparse …

Deep learning methods hold promise for light fluence compensation in three-dimensional optoacoustic imaging

A Madasamy, V Gujrati… - Journal of biomedical …, 2022 - spiedigitallibrary.org
Significance: Quantitative optoacoustic imaging (QOAI) continues to be a challenge due to
the influence of nonlinear optical fluence distribution, which distorts the optoacoustic image …