[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 …

Spectral imaging enables contrast agent–free real-time ischemia monitoring in laparoscopic surgery

L Ayala, TJ Adler, S Seidlitz, S Wirkert, C Engels… - Science …, 2023 - science.org
Laparoscopic surgery has evolved as a key technique for cancer diagnosis and therapy.
While characterization of the tissue perfusion is crucial in various procedures, such as partial …

Photoacoustic quantification of tissue oxygenation using conditional invertible neural networks

JH Nölke, TJ Adler, M Schellenberg… - … on Medical Imaging, 2024 - ieeexplore.ieee.org
Intelligent systems in interventional healthcare depend on the reliable perception of the
environment. In this context, photoacoustic tomography (PAT) has emerged as a non …

Tattoo tomography: Freehand 3D photoacoustic image reconstruction with an optical pattern

N Holzwarth, M Schellenberg, J Gröhl, K Dreher… - International Journal of …, 2021 - Springer
Purpose Photoacoustic tomography (PAT) is a novel imaging technique that can spatially
resolve both morphological and functional tissue properties, such as vessel topology and …

Use of artificial intelligence to support surgical education personnel shortages in low-and middle-income countries: developing a safer surgeon

MB Bhatia, B Namazi, J Matthews, C Thomas… - … Education-Journal of …, 2023 - Springer
Purpose In many low-and middle-income countries (LMICs), non-surgeon physicians are
responsible for urgent and emergent surgical procedures due to the paucity of formally …

Translational Functional Imaging in Surgery Enabled by Deep Learning

LA Ayala Menjivar - 2023 - archiv.ub.uni-heidelberg.de
Many clinical applications currently rely on several imaging modalities such as Positron
Emission Tomography (PET), Magnetic Resonance Imaging (MRI), Computed Tomography …

Data-driven quantitative photoacoustic imaging

JM Gröhl - 2021 - archiv.ub.uni-heidelberg.de
This thesis shows that data-driven approaches have the potential to solve many of the
challenges of achieving quantitative photoacoustic imaging. To this end, rigorous in silico …

[PDF][PDF] TRANSLATIONAL FUNCTIONAL IMAGING IN SURGERY ENABLED BY DEEP LEARNING

L Antonio, A Menjivar - core.ac.uk
1.1 Physiological structure of the brain.(a) The human brain can be divided into four lobes:
frontal, parietal, occipital and temporal, depending on one of their main functions: reasoning …

Method and arrangement for processing a signal

CFA MONTILVA, T Kadir - US Patent 12,100,500, 2024 - Google Patents
A CADx system for analysing medical images and determining if the images are acceptable
for analysis, by determining if the images contain out-of-distribution input data is described …

Invertible depth network for image reconstruction and domain transfers

V Guizilini, AD Gaidon - US Patent 11,531,842, 2022 - Google Patents
A method for image reconstruction and domain transfer through an invertible depth network
is described. The method includes training a first invertible depth network model using a first …