[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 …

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 …

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 …

Portable and affordable light source-based photoacoustic tomography

M Kuniyil Ajith Singh, W **a - Sensors, 2020 - mdpi.com
Photoacoustic imaging is a hybrid imaging modality that offers the advantages of optical
(spectroscopic contrast) and ultrasound imaging (scalable spatial resolution and imaging …

Towards clinical translation of LED-based photoacoustic imaging: a review

Y Zhu, T Feng, Q Cheng, X Wang, S Du, N Sato, J Yuan… - Sensors, 2020 - mdpi.com
Photoacoustic imaging, with the capability to provide simultaneous structural, functional, and
molecular information, is one of the fastest growing biomedical imaging modalities of recent …

Unsupervised denoising of photoacoustic images based on the Noise2Noise network

Y Cheng, W Zheng, R Bing, H Zhang… - Biomedical Optics …, 2024 - opg.optica.org
In this study, we implemented an unsupervised deep learning method, the Noise2Noise
network, for the improvement of linear-array-based photoacoustic (PA) imaging. Unlike …

[HTML][HTML] Adaptive enhancement of acoustic resolution photoacoustic microscopy imaging via deep CNN prior

Z Zhang, H **, W Zhang, W Lu, Z Zheng, A Sharma… - Photoacoustics, 2023 - Elsevier
Acoustic resolution photoacoustic microscopy (AR-PAM) is a promising medical imaging
modality that can be employed for deep bio-tissue imaging. However, its relatively low …