| Deep learning for biomedical photoacoustic imaging: A review J Gröhl, M Schellenberg, K Dreher, L Maier-Hein Photoacoustics 22, 100241, 2021 | 164 | 2021 |
| Reconstruction of initial pressure from limited view photoacoustic images using deep learning D Waibel, J Gröhl, F Isensee, T Kirchner, K Maier-Hein, L Maier-Hein Photons Plus Ultrasound: Imaging and Sensing 2018 10494, 104942S, 2018 | 99 | 2018 |
| Learned spectral decoloring enables photoacoustic oximetry J Gröhl, T Kirchner, TJ Adler, L Hacker, N Holzwarth, ... Scientific reports 11 (1), 6565, 2021 | 79* | 2021 |
| Heidelberg colorectal data set for surgical data science in the sensor operating room L Maier-Hein, M Wagner, T Ross, A Reinke, S Bodenstedt, PM Full, ... Scientific data 8 (1), 101, 2021 | 70 | 2021 |
| Context encoding enables machine learning-based quantitative photoacoustics T Kirchner, J Gröhl, L Maier-Hein Journal of biomedical optics 23 (5), 056008, 2018 | 69* | 2018 |
| Crowd-algorithm collaboration for large-scale endoscopic image annotation with confidence L Maier-Hein, T Ross, J Gröhl, B Glocker, S Bodenstedt, C Stock, E Heim, ... Medical Image Computing and Computer-Assisted Intervention–MICCAI 2016: 19th …, 2016 | 45 | 2016 |
| Signed real-time delay multiply and sum beamforming for multispectral photoacoustic imaging T Kirchner, F Sattler, J Gröhl, L Maier-Hein Journal of Imaging 4 (10), 121, 2018 | 43 | 2018 |
| Confidence estimation for machine learning-based quantitative photoacoustics J Gröhl, T Kirchner, T Adler, L Maier-Hein Journal of Imaging 4 (12), 147, 2018 | 37 | 2018 |
| Semantic segmentation of multispectral photoacoustic images using deep learning M Schellenberg, KK Dreher, N Holzwarth, F Isensee, A Reinke, N Schreck, ... Photoacoustics 26, 100341, 2022 | 33 | 2022 |
| Uncertainty-aware performance assessment of optical imaging modalities with invertible neural networks TJ Adler, L Ardizzone, A Vemuri, L Ayala, J Gröhl, T Kirchner, S Wirkert, ... International journal of computer assisted radiology and surgery 14, 997-1007, 2019 | 33 | 2019 |
| SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics J Gröhl, KK Dreher, M Schellenberg, T Rix, N Holzwarth, P Vieten, L Ayala, ... Journal of biomedical optics 27 (8), 083010-083010, 2022 | 20* | 2022 |
| Photoacoustic image synthesis with generative adversarial networks M Schellenberg, J Gröhl, KK Dreher, JH Nölke, N Holzwarth, MD Tizabi, ... Photoacoustics 28, 100402, 2022 | 18* | 2022 |
| Photoacoustics can image spreading depolarization deep in gyrencephalic brain T Kirchner, J Gröhl, MA Herrera, T Adler, A Hernández-Aguilera, E Santos, ... Scientific reports 9 (1), 8661, 2019 | 17 | 2019 |
| Live monitoring of haemodynamic changes with multispectral image analysis LA Ayala, SJ Wirkert, J Gröhl, MA Herrera, A Hernandez-Aguilera, ... OR 2.0 Context-Aware Operating Theaters and Machine Learning in Clinical …, 2019 | 15 | 2019 |
| MITK-OpenIGTLink for combining open-source toolkits in real-time computer-assisted interventions M Klemm, T Kirchner, J Gröhl, D Cheray, M Nolden, A Seitel, H Hoppe, ... International journal of computer assisted radiology and surgery 12, 351-361, 2017 | 14 | 2017 |
| Quantification of vascular networks in photoacoustic mesoscopy EL Brown, TL Lefebvre, PW Sweeney, BJ Stolz, J Gröhl, L Hacker, ... Photoacoustics 26, 100357, 2022 | 13 | 2022 |
| A review of a strategic roadmapping exercise to advance clinical translation of photoacoustic imaging: from current barriers to future adoption H Assi, R Cao, M Castelino, B Cox, FJ Gilbert, J Gröhl, K Gurusamy, ... Photoacoustics, 100539, 2023 | 11 | 2023 |
| Photoacoustic monitoring of blood oxygenation during neurosurgical interventions T Kirchner, J Gröhl, N Holzwarth, MA Herrera, A Hernández-Aguilera, ... Photons Plus Ultrasound: Imaging and Sensing 2019 10878, 14-18, 2019 | 11 | 2019 |
| An open-source software platform for translational photoacoustic research and its application to motion-corrected blood oxygenation estimation T Kirchner, J Gröhl, F Sattler, MS Bischoff, A Laha, M Nolden, ... arXiv preprint arXiv:1901.09781, 2019 | 10 | 2019 |
| Unsupervised domain transfer with conditional invertible neural networks KK Dreher, L Ayala, M Schellenberg, M Hübner, JH Nölke, TJ Adler, ... International Conference on Medical Image Computing and Computer-Assisted …, 2023 | 8 | 2023 |
Lena Maier-HeinProfessor, German Cancer Research CenterVerified email at dkfz.de
