[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 …

An optimized denoised bias correction model with local pre-fitting function for weak boundary image segmentation

G Wang, Z Li, G Weng, Y Chen - Signal Processing, 2024 - Elsevier
The active contour model (ACM) plays a paramount part in gras** visual properties of
images and exacting targets of interest. It is overwhelming hardship for traditional ACMs to …

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 …

Multi-scale optoacoustic molecular imaging of brain diseases

D Razansky, J Klohs, R Ni - European journal of nuclear medicine and …, 2021 - Springer
The ability to non-invasively visualize endogenous chromophores and exogenous probes
and sensors across the entire rodent brain with the high spatial and temporal resolution has …

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 …

Segmentation of arm ultrasound images in breast cancer-related lymphedema: a database and deep learning algorithm

S Goudarzi, J Whyte, M Boily, A Towers… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Objective: Breast cancer treatment often causes the removal of or damage to lymph nodes of
the patient's lymphatic drainage system. This side effect is the origin of Breast Cancer …

A practical guide for model-based reconstruction in optoacoustic imaging

XL Deán-Ben, D Razansky - Frontiers in Physics, 2022 - frontiersin.org
Optoacoustic (OA, photoacoustic) imaging capitalizes on the low scattering of ultrasound
within biological tissues to provide optical absorption-based contrast with high resolution at …

[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 …

[HTML][HTML] Full-view in vivo skin and blood vessels profile segmentation in photoacoustic imaging based on deep learning

CD Ly, TH Vo, S Mondal, S Park, J Choi, TTH Vu… - Photoacoustics, 2022 - Elsevier
Photoacoustic (PA) microscopy allows imaging of the soft biological tissue based on optical
absorption contrast and spatial ultrasound resolution. One of the major applications of PA …