Clinical translation of photoacoustic imaging

J Park, S Choi, F Knieling, B Clingman… - Nature Reviews …, 2024‏ - nature.com
Photoacoustic imaging (PAI), also known as optoacoustic imaging, is a promising
biomedical imaging technique that combines the benefits of rich optical contrast and high …

[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 …

[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 …

Artificial intelligence-aided optical imaging for cancer theranostics

M Xu, Z Chen, J Zheng, Q Zhao, Z Yuan - Seminars in Cancer Biology, 2023‏ - Elsevier
The use of artificial intelligence (AI) to assist biomedical imaging have demonstrated its high
accuracy and high efficiency in medical decision-making for individualized cancer medicine …

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 …

Recent advances in deep-learning-enhanced photoacoustic imaging

J Yang, S Choi, J Kim, B Park… - Advanced Photonics …, 2023‏ - spiedigitallibrary.org
Photoacoustic imaging (PAI), recognized as a promising biomedical imaging modality for
preclinical and clinical studies, uniquely combines the advantages of optical and ultrasound …

How molecular imaging will enable robotic precision surgery: the role of artificial intelligence, augmented reality, and navigation

T Wendler, FWB van Leeuwen, N Navab… - European Journal of …, 2021‏ - Springer
Molecular imaging is one of the pillars of precision surgery. Its applications range from early
diagnostics to therapy planning, execution, and the accurate assessment of outcomes. In …

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 …

Photoacoustic imaging with limited sampling: a review of machine learning approaches

R Wang, J Zhu, J **a, J Yao, J Shi, C Li - Biomedical optics express, 2023‏ - opg.optica.org
Photoacoustic imaging combines high optical absorption contrast and deep acoustic
penetration, and can reveal structural, molecular, and functional information about biological …

[HTML][HTML] Semantic segmentation of multispectral photoacoustic images using deep learning

M Schellenberg, KK Dreher, N Holzwarth, F Isensee… - Photoacoustics, 2022‏ - Elsevier
Photoacoustic (PA) imaging has the potential to revolutionize functional medical imaging in
healthcare due to the valuable information on tissue physiology contained in multispectral …