[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 …

Signal and image processing in biomedical photoacoustic imaging: a review

R Manwar, M Zafar, Q Xu - Optics, 2020 - mdpi.com
Photoacoustic imaging (PAI) is a powerful imaging modality that relies on the PA effect. PAI
works on the principle of electromagnetic energy absorption by the exogenous contrast …

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 …

Opportunities of optical and spectral technologies in intraoperative histopathology

C Krafft, J Popp - Optica, 2023 - opg.optica.org
Modern optical and spectral technologies represent powerful approaches for a molecular
characterization of tissues enabling delineating pathological tissues but also a label-free …

Clinical theranostics applications of photo-acoustic imaging as a future prospect for cancer

A Zare, P Shamshiripour, S Lotfi, M Shahin… - Journal of Controlled …, 2022 - Elsevier
Photoacoustic imaging (PAI) of biological tissue has been a fast developing biomedical multi-
wave imaging modality, after its introduction in the mid90s. PAI couples laser excitation to …

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

R Wang, J Zhu, J Xia, 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 …

Cascade neural approximating for few-shot super-resolution photoacoustic angiography

Y Ma, K Xiong, X Hou, W Zhang, X Chen, L Li… - Applied Physics …, 2022 - pubs.aip.org
High-resolution photoacoustic angiography images are reconstructed from undersampled
images with the help of a super-resolution deep neural network, enhancing the ability of the …