Janek Gröhl

发表

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

Lena Maier-Hein, Martin Wagner, Tobias Roß, 2020, ArXiv.

Deep learning for biomedical photoacoustic imaging: A review pdf

Janek Gröhl, Melanie Schellenberg, Kris Dreher, 2020, ArXiv.

Uncertainty handling in intra-operative multispectral imaging with invertible neural networks

Lena Maier-Hein, Janek Gröhl, Anant Suraj Vemuri, 2019 .

Live Monitoring of Haemodynamic Changes with Multispectral Image Analysis

Lena Maier-Hein, Janek Gröhl, Anant Suraj Vemuri, 2019, OR/MLCN@MICCAI.

Deep learning-based oxygenation estimation for multispectral photoacoustic imaging (Conference Presentation)

Janek Gröhl, Lena Maier-Hein, Tim Adler, 2020 .

Confidence estimation for quantitative photoacoustic imaging

Janek Gröhl, Lena Maier-Hein, Thomas Kirchner, 2018, BiOS.

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

Ullrich Köthe, Lena Maier-Hein, Tim J. Adler, 2019, International Journal of Computer Assisted Radiology and Surgery.

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

Lena Maier-Hein, Janek Gröhl, Thomas Kirchner, 2018, J. Imaging.

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

Klaus H. Maier-Hein, Lena Maier-Hein, Tobias Roß, 2016, MICCAI.

Confidence Estimation for Machine Learning-Based Quantitative Photoacoustics

Lena Maier-Hein, Janek Gröhl, Tim Adler, 2018, J. Imaging.

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

Janek Gröhl, Melanie Schellenberg, Beat P. Müller-Stich, 2020, ArXiv.

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

Marco Nolden, Lena Maier-Hein, Janek Gröhl, 2019, ArXiv.

Real-time delay multiply and sum beamforming for multispectral photoacoustics (Conference Presentation)

Lena Maier-Hein, Janek Gröhl, Thomas Kirchner, 2018 .

Reconstruction of initial pressure from limited view photoacoustic images using deep learning

Janek Gröhl, Lena Maier-Hein, Thomas Kirchner, 2018, BiOS.

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

Lena Maier-Hein, Janek Gröhl, Tim Adler, 2019, ArXiv.

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

Lena Maier-Hein, Janek Gröhl, Fabian Isensee, 2018, Bildverarbeitung für die Medizin.

Abstract: Quantitative Photoakustische Tomografie durch lokale Kontextkodierung

Lena Maier-Hein, Janek Gröhl, Thomas Kirchner, 2017, Bildverarbeitung für die Medizin.

Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging pdf

Ullrich Köthe, Janek Gröhl, Lena Maier-Hein, 2020, Bildverarbeitung für die Medizin.

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

Marco Nolden, Lena Maier-Hein, Janek Gröhl, 2017, International Journal of Computer Assisted Radiology and Surgery.

International Photoacoustic Standardisation Consortium (IPASC): recommendations for standardized data exchange in photoacoustic imaging (Conference Presentation)

Janek Gröhl, 2019 .

Context encoding enables machine learning-based quantitative photoacoustics

Lena Maier-Hein, Janek Gröhl, Thomas Kirchner, 2017, Journal of biomedical optics.

Tattoo tomography: an optical pattern approach for context-aware photoacoustics

Lena Maier-Hein, Janek Gröhl, Melanie Schellenberg, 2021 .

Invertible neural networks for uncertainty quantification in photoacoustic imaging

Ullrich Köthe, Lena Maier-Hein, Janek Gröhl, 2021 .

International photoacoustic standardisation consortium (IPASC): facilitation of international collaboration by means of a standardised metadata format for photoacoustic images

Janek Gröhl, Lina Hacker, 2021 .

Semantic segmentation of multispectral photoacoustic images using deep learning pdf

Lena Maier-Hein, Janek Gröhl, Melanie Schellenberg, 2021, Photoacoustics.

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

Lena Maier-Hein, Janek Gröhl, Melanie Schellenberg, 2021, ArXiv.

Generation of training data for quantitative photoacoustic imaging

Lena Maier-Hein, Janek Gröhl, Melanie Schellenberg, 2021 .

SIMPA: an open source toolkit for simulation and processing of photoacoustic images

Lena Maier-Hein, Janek Gröhl, Melanie Schellenberg, 2021 .