Janek Gröhl

According to our database, Janek Gröhl authored at least 23 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Moving Beyond Simulation: Data-Driven Quantitative Photoacoustic Imaging Using Tissue-Mimicking Phantoms.

Janek Gröhl, Thomas R. Else, Lina Hacker, Ellie V. Bunce, Paul W. Sweeney, Sarah E. Bohndiek

IEEE Trans. Medical Imaging, March, 2024

PATATO: a Python photoacoustic tomography analysis toolkit.

Thomas R. Else, Janek Gröhl, Lina Hacker, Sarah E. Bohndiek

J. Open Source Softw., January, 2024

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

Janek Gröhl, Kylie Yeung, Kevin Gu, Thomas R. Else, Monika Golinska, Ellie V. Bunce, Lina Hacker, Sarah E. Bohndiek

CoRR, 2024

2023

Unsupervised Domain Transfer with Conditional Invertible Neural Networks.

Kris K. Dreher, Leonardo Ayala, Melanie Schellenberg, Marco Hübner, Jan-Hinrich Nölke, Tim J. Adler, Silvia Seidlitz, Jan Sellner, Alexander Studier-Fischer, Janek Gröhl, Felix Nickel, Ullrich Köthe, Alexander Seitel, Lena Maier-Hein

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Abstract: Tattoo-Tomographie - Freihand-3D-Photoakustik und multimodale Bildfusion.

Niklas Holzwarth, Melanie Schellenberg, Janek Gröhl, Kris Dreher, Jan-Hinrich Nölke, Alexander Seitel, Minu Dietlinde Tizabi, Beat P. Müller-Stich, Lena Maier-Hein

Proceedings of the Bildverarbeitung für die Medizin 2023, 2023

2021

Data-driven Quantitative Photoacoustic Imaging

Janek Gröhl

PhD thesis, 2021

Semantic segmentation of multispectral photoacoustic images using deep learning.

Janek Gröhl, Melanie Schellenberg, Kris Dreher, Niklas Holzwarth, Minu Dietlinde Tizabi, Alexander Seitel, Lena Maier-Hein

CoRR, 2021

Data-driven generation of plausible tissue geometries for realistic photoacoustic image synthesis.

Melanie Schellenberg, Janek Gröhl, Kris Dreher, Niklas Holzwarth, Minu Dietlinde Tizabi, Alexander Seitel, Lena Maier-Hein

CoRR, 2021

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

Niklas Holzwarth, Melanie Schellenberg, Janek Gröhl, Kris Dreher, Jan-Hinrich Nölke, Alexander Seitel, Minu Dietlinde Tizabi, Beat P. Müller-Stich, Lena Maier-Hein

Int. J. Comput. Assist. Radiol. Surg., 2021

Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging.

Jan-Hinrich Nölke, Tim Adler, Janek Gröhl, Thomas Kirchner, Lynton Ardizzone, Carsten Rother, Ullrich Köthe, Lena Maier-Hein

Proceedings of the Bildverarbeitung für die Medizin 2021, 2021

2020

Deep learning for biomedical photoacoustic imaging: A review.

Janek Gröhl, Melanie Schellenberg, Kris Dreher, Lena Maier-Hein

CoRR, 2020

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

Lena Maier-Hein, Martin Wagner, Tobias Roß, Annika Reinke, Sebastian Bodenstedt, Peter M. Full, Hellena Hempe, Diana Mîndroc-Filimon, Patrick Scholz, Thuy Nuong Tran, Pierangela Bruno, Anna Kisilenko, Benjamin Müller, Tornike Davitashvili, Manuela Capek, Minu Tizabi, Matthias Eisenmann, Tim J. Adler, Janek Gröhl, Melanie Schellenberg, Silvia Seidlitz, T. Y. Emmy Lai, Veith Roethlingshoefer, Fabian Both, Sebastian Bittel, Marc Mengler, Martin Apitz, Stefanie Speidel, Hannes Götz Kenngott, Beat P. Müller-Stich

CoRR, 2020

2019

Estimation of blood oxygenation with learned spectral decoloring for quantitative photoacoustic imaging (LSD-qPAI).

Janek Gröhl, Thomas Kirchner, Tim Adler, Lena Maier-Hein

CoRR, 2019

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

Thomas Kirchner, Janek Gröhl, Franz Sattler, Moritz S. Bischoff, Angelika Laha, Marco Nolden, Lena Maier-Hein

CoRR, 2019

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

Tim J. Adler, Lynton Ardizzone, Anant Suraj Vemuri, Leonardo Ayala, Janek Gröhl, Thomas Kirchner, Sebastian J. Wirkert, Jakob Kruse, Carsten Rother, Ullrich Köthe, Lena Maier-Hein

Int. J. Comput. Assist. Radiol. Surg., 2019

Live Monitoring of Haemodynamic Changes with Multispectral Image Analysis.

Leonardo A. Ayala, Sebastian J. Wirkert, Janek Gröhl, Mildred A. Herrera, Adrián Hernández-Aguilera, Anant Suraj Vemuri, Edgar Santos, Lena Maier-Hein

Proceedings of the OR 2.0 Context-Aware Operating Theaters and Machine Learning in Clinical Neuroimaging, 2019

2018

Signed Real-Time Delay Multiply and Sum Beamforming for Multispectral Photoacoustic Imaging.

Thomas Kirchner, Franz Sattler, Janek Gröhl, Lena Maier-Hein

J. Imaging, 2018

Confidence Estimation for Machine Learning-Based Quantitative Photoacoustics.

Janek Gröhl, Thomas Kirchner, Tim Adler, Lena Maier-Hein

J. Imaging, 2018

Abstract: Rekonstruktion der initialen Druckverteilung photoakustischer Bilder mit limitiertem Blickwinkel durch maschinelle Lernverfahren.

Dominik Waibel, Janek Gröhl, Fabian Isensee, Klaus Hermann Maier-Hein, Lena Maier-Hein

Proceedings of the Bildverarbeitung für die Medizin 2018 - Algorithmen - Systeme, 2018

2017

Local context encoding enables machine learning-based quantitative photoacoustics.

Thomas Kirchner, Janek Gröhl, Lena Maier-Hein

CoRR, 2017

MITK-OpenIGTLink for combining open-source toolkits in real-time computer-assisted interventions.

Martin Klemm, Thomas Kirchner, Janek Gröhl, Dominique Cheray, Marco Nolden, Alexander Seitel, Harald Hoppe, Lena Maier-Hein, Alfred M. Franz

Int. J. Comput. Assist. Radiol. Surg., 2017

Abstract: Quantitative Photoakustische Tomografie durch lokale Kontextkodierung.

Janek Gröhl, Thomas Kirchner, Lena Maier-Hein

Proceedings of the Bildverarbeitung für die Medizin 2017 - Algorithmen - Systeme, 2017

2016

Crowd-Algorithm Collaboration for Large-Scale Endoscopic Image Annotation with Confidence.

Lena Maier-Hein, Tobias Roß, Janek Gröhl, Ben Glocker, Sebastian Bodenstedt, Christian Stock, Eric Heim, Michael Götz, Sebastian J. Wirkert, Hannes Kenngott, Stefanie Speidel, Klaus H. Maier-Hein

Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016