[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 …

Photoacoustic computed tomography for functional human brain imaging

S Na, LV Wang - Biomedical Optics Express, 2021 - opg.optica.org
The successes of magnetic resonance imaging and modern optical imaging of human brain
function have stimulated the development of complementary modalities that offer molecular …

End-to-end Res-Unet based reconstruction algorithm for photoacoustic imaging

J Feng, J Deng, Z Li, Z Sun, H Dou, K Jia - Biomedical optics express, 2020 - opg.optica.org
Recently, deep neural networks have attracted great attention in photoacoustic imaging
(PAI). In PAI, reconstructing the initial pressure distribution from acquired photoacoustic (PA) …

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 …

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 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 …

Deep learning-powered biomedical photoacoustic imaging

X Wei, T Feng, Q Huang, Q Chen, C Zuo, H Ma - Neurocomputing, 2024 - Elsevier
Photoacoustic Imaging (PAI) is an emerging hybrid imaging modality that combines optical
imaging and ultrasound imaging, offering advantages such as high resolution, strong …

Exogenous contrast agents in photoacoustic imaging: an in vivo review for tumor imaging

A Farooq, S Sabah, S Dhou, N Alsawaftah, G Husseini - Nanomaterials, 2022 - mdpi.com
The field of cancer theranostics has grown rapidly in the past decade and innovative
'biosmart'theranostic materials are being synthesized and studied to combat the fast growth …