Janek Gröhl

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 29

Top Topics

Semantic Segmentation

Top Venues

Bildverarbeitung für die Medizin

Int. J. Comput. Assist. Radiol. Surg.

Publications

Janek Gröhl, Kylie Yeung, Kevin Gu, Thomas R. Else, Monika Golinska, Ellie V. Bunce, Lina Hacker, Sarah E. Bohndiek
Distribution-informed and wavelength-flexible data-driven photoacoustic oximetry. CoRR (2024)
Anna Breger, Clemens Karner, Ian Selby, Janek Gröhl, Sören Dittmer, Edward Lilley, Judith Babar, Jake Beckford, Timothy J. Sadler, Shahab Shahipasand, Arthikkaa Thavakumar, Michael Roberts, Carola-Bibiane Schönlieb
A study on the adequacy of common IQA measures for medical images. CoRR (2024)
Anna Breger, Ander Biguri, Malena Sabaté Landman, Ian Selby, Nicole Amberg, Elisabeth Brunner, Janek Gröhl, Sepideh Hatamikia, Clemens Karner, Lipeng Ning, Sören Dittmer, Michael Roberts, AIX-COVNET Collaboration, Carola-Bibiane Schönlieb
A study of why we need to reassess full reference image quality assessment with medical images. CoRR (2024)
Thomas R. Else, Janek Gröhl, Lina Hacker, Sarah E. Bohndiek
PATATO: a Python photoacoustic tomography analysis toolkit. J. Open Source Softw. 9 (93) (2024)
Janek Gröhl, Thomas R. Else, Lina Hacker, Ellie V. Bunce, Paul W. Sweeney, Sarah E. Bohndiek
Moving Beyond Simulation: Data-Driven Quantitative Photoacoustic Imaging Using Tissue-Mimicking Phantoms. IEEE Trans. Medical Imaging 43 (3) (2024)
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
Unsupervised Domain Transfer with Conditional Invertible Neural Networks. MICCAI (1) (2023)
Janek Gröhl, Thomas R. Else, Lina Hacker, Ellie V. Bunce, Paul W. Sweeney, Sarah E. Bohndiek
Moving beyond simulation: data-driven quantitative photoacoustic imaging using tissue-mimicking phantoms. CoRR (2023)
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
Unsupervised Domain Transfer with Conditional Invertible Neural Networks. CoRR (2023)
Niklas Holzwarth, Melanie Schellenberg, Janek Gröhl, Kris Dreher, Jan-Hinrich Nölke, Alexander Seitel, Minu Dietlinde Tizabi, Beat P. Müller-Stich, Lena Maier-Hein
Abstract: Tattoo-Tomographie - Freihand-3D-Photoakustik und multimodale Bildfusion. Bildverarbeitung für die Medizin (2023)
Melanie Schellenberg, Janek Gröhl, Kris Dreher, Niklas Holzwarth, Minu Dietlinde Tizabi, Alexander Seitel, Lena Maier-Hein
Data-driven generation of plausible tissue geometries for realistic photoacoustic image synthesis. CoRR (2021)
Jan-Hinrich Nölke, Tim Adler, Janek Gröhl, Thomas Kirchner, Lynton Ardizzone, Carsten Rother, Ullrich Köthe, Lena Maier-Hein
Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging. Bildverarbeitung für die Medizin (2021)
Janek Gröhl, Melanie Schellenberg, Kris Dreher, Niklas Holzwarth, Minu Dietlinde Tizabi, Alexander Seitel, Lena Maier-Hein
Semantic segmentation of multispectral photoacoustic images using deep learning. CoRR (2021)
Niklas Holzwarth, Melanie Schellenberg, Janek Gröhl, Kris Dreher, Jan-Hinrich Nölke, Alexander Seitel, Minu Dietlinde Tizabi, Beat P. Müller-Stich, Lena Maier-Hein
Tattoo tomography: Freehand 3D photoacoustic image reconstruction with an optical pattern. Int. J. Comput. Assist. Radiol. Surg. 16 (7) (2021)
Jan-Hinrich Nölke, Tim Adler, Janek Gröhl, Thomas Kirchner, Lynton Ardizzone, Carsten Rother, Ullrich Köthe, Lena Maier-Hein
Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging. CoRR (2020)
Niklas Holzwarth, Melanie Schellenberg, Janek Gröhl, Kris Dreher, Jan-Hinrich Nölke, Alexander Seitel, Minu Dietlinde Tizabi, Beat P. Müller-Stich, Lena Maier-Hein
Tattoo tomography: Freehand 3D photoacoustic image reconstruction with an optical pattern. CoRR (2020)
Lena Maier-Hein, Martin Wagner, Tobias Roß, Annika Reinke, Sebastian Bodenstedt, Peter M. Full, Hellena Hempe, Diana Mindroc 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
Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room. CoRR (2020)
Janek Gröhl, Melanie Schellenberg, Kris Dreher, Lena Maier-Hein
Deep learning for biomedical photoacoustic imaging: A review. CoRR (2020)
Leonardo A. Ayala, Sebastian J. Wirkert, Janek Gröhl, Mildred A. Herrera, Adrián Hernández-Aguilera, Anant Suraj Vemuri, Edgar Santos, Lena Maier-Hein
Live Monitoring of Haemodynamic Changes with Multispectral Image Analysis. OR/MLCN@MICCAI (2019)
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
Uncertainty-aware performance assessment of optical imaging modalities with invertible neural networks. Int. J. Comput. Assist. Radiol. Surg. 14 (6) (2019)
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
Uncertainty-aware performance assessment of optical imaging modalities with invertible neural networks. CoRR (2019)
Thomas Kirchner, Janek Gröhl, Franz Sattler, Moritz S. Bischoff, Angelika Laha, Marco Nolden, Lena Maier-Hein
An open-source software platform for translational photoacoustic research and its application to motion-corrected blood oxygenation estimation. CoRR (2019)
Janek Gröhl, Thomas Kirchner, Tim Adler, Lena Maier-Hein
Estimation of blood oxygenation with learned spectral decoloring for quantitative photoacoustic imaging (LSD-qPAI). CoRR (2019)
Dominik Waibel, Janek Gröhl, Fabian Isensee, Klaus Hermann Maier-Hein, Lena Maier-Hein
Abstract: Rekonstruktion der initialen Druckverteilung photoakustischer Bilder mit limitiertem Blickwinkel durch maschinelle Lernverfahren. Bildverarbeitung für die Medizin (2018)
Janek Gröhl, Thomas Kirchner, Tim Adler, Lena Maier-Hein
Confidence Estimation for Machine Learning-Based Quantitative Photoacoustics. J. Imaging 4 (12) (2018)
Thomas Kirchner, Franz Sattler, Janek Gröhl, Lena Maier-Hein
Signed Real-Time Delay Multiply and Sum Beamforming for Multispectral Photoacoustic Imaging. J. Imaging 4 (10) (2018)
Janek Gröhl, Thomas Kirchner, Lena Maier-Hein
Abstract: Quantitative Photoakustische Tomografie durch lokale Kontextkodierung. Bildverarbeitung für die Medizin (2017)
Martin Klemm, Thomas Kirchner, Janek Gröhl, Dominique Cheray, Marco Nolden, Alexander Seitel, Harald Hoppe, Lena Maier-Hein, Alfred M. Franz
MITK-OpenIGTLink for combining open-source toolkits in real-time computer-assisted interventions. Int. J. Comput. Assist. Radiol. Surg. 12 (3) (2017)
Thomas Kirchner, Janek Gröhl, Lena Maier-Hein
Local context encoding enables machine learning-based quantitative photoacoustics. CoRR (2017)
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
Crowd-Algorithm Collaboration for Large-Scale Endoscopic Image Annotation with Confidence. MICCAI (2) (2016)