Janek Gröhl

The quantification of absolute molecular concentrations can be considered the holy grail of multispectral photoacoustic imaging. I am interested in applying machine learning methods to investigate this challenge, as solving it would enable accurate spectral unmixing of local blood oxygenation and open numerous exciting clinical applications.

Brief CV

Publication Highlights

Context encoding enables machine learning-based quantitative photoacoustics

Published to SPIE

T Kirchner*, J Gröhl*, and L Maier-Hein, Journal of biomedical optics, 23(5):056008, 2018

Confidence Estimation for Machine Learning-Based Quantitative Photoacoustics

Published to MDPI

J Gröhl, T Kirchner, T Adler, and L Maier-Hein, Journal of Imaging, 4(12):147, 2018.

Best conference attended so far

SPIE Photonics West, Photons plus Ultrasound, February 2019