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20192026
most citedUncertainty-aware performance assessment of optical imaging modalities with invertible neural networks

30 citations · 30 across the 5 of their papers we have counts for

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Showing physics.med-phShow all

6 papers · 1 filter

physics.med-ph2024

Distribution-informed and wavelength-flexible data-driven photoacoustic oximetry

Janek Gröhl, Kylie Yeung, Kevin Gu +5

Significance: Photoacoustic imaging (PAI) promises to measure spatially-resolved blood oxygen saturation, but suffers from a lack of accurate and robust spectral unmixing methods t…

physics.med-ph2020

Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging

Jan-Hinrich Nölke, Tim Adler, Janek Gröhl +5

Multispectral photoacoustic imaging (PAI) is an emerging imaging modality which enables the recovery of functional tissue parameters such as blood oxygenation. However, the underly…

physics.med-ph2020

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

Niklas Holzwarth, Melanie Schellenberg, Janek Gröhl +6

Purpose: Photoacoustic tomography (PAT) is a novel imaging technique that can spatially resolve both morphological and functional tissue properties, such as the vessel topology and…

physics.med-ph201930 cited

Uncertainty-aware performance assessment of optical imaging modalities with invertible neural networks

Tim J. Adler, Lynton Ardizzone, Anant Vemuri +8

Purpose: Optical imaging is evolving as a key technique for advanced sensing in the operating room. Recent research has shown that machine learning algorithms can be used to addres…

physics.med-ph2019

An open-source software platform for translational photoacoustic research and its application to motion-corrected blood oxygenation estimation

Thomas Kirchner, Janek Gröhl, Franz Sattler +4

Photoacoustic (PA) imaging systems based on clinical linear ultrasound arrays have become increasingly popular in translational PA research. Such systems can be more easily integra…

physics.med-ph2019

Photoacoustics can image spreading depolarization deep in gyrencephalic brain

Thomas Kirchner, Janek Gröhl, Mildred Herrera +4

Spreading depolarization (SD) is a self-propagating wave of near-complete neuronal depolarization that is abundant in a wide range of neurological conditions, including stroke. SD…