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

30 citations · 30 across the 4 of their papers we have counts for

collaborators

6 papers

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…

cs.CV2020

Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room

Lena Maier-Hein, Martin Wagner, Tobias Ross +30

Image-based tracking of medical instruments is an integral part of surgical data science applications. Previous research has addressed the tasks of detecting, segmenting and tracki…

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…