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M.Sc. Marcus Buchwald

Phone: +49 6221 54 14512 
Room: 1/220 
marcus.buchwald<_at_>uni-heidelberg.de 
marcus.buchwald<_at_>medma.uni-heidelberg.de

Predoc (supervision with Prof. Dr. J. Hesser)

Office address/Post address

Engineering Mathematics and Computing Lab (EMCL) 
Interdisciplinary Center for Scientific Computing (IWR) 
Im Neuenheimer Feld 205 
69120 Heidelberg (Germany)


Short Biography

I studied Physics at the Karlsruhe Institute of Technology (2014-2018) and the University of Heidelberg (2018-2021) with the main specific field of Medical Physics. During my Masters in Heidelberg, I worked 2 years as an intern and working student in the field of Deep Learning based Medical Data AI at Mint Medical GmbH. My Master thesis is called "On the impact of auto-generated anatomical context on 2D organ segmentation with Deep Convolutional Neural Networks".

Research Interests

  • Deep Learning based Medical Image Segmentation and Classification
  • Uncertainty Quantification
  • Causal Inference (ML based)

Projects

LeMeDaRT

Teaching

  • In preparation

Publications

  • Sirazitdinov, Andrei; Buchwald, Marcus; Hesser, Jürgen; Heuveline, Vincent
    (2022). Review of Deep Learning Methods for Individual Treatment Effect Es-
    timation with Automatic Hyperparameter Optimization. TechRxiv. Preprint.
    doi.org/10.36227/techrxiv.20448768.v2

Conference Contributions and Talks

  • Presentation at the Heidelberg Laureate Forum 2022 for talented young
    researchers around the world - Title: Medical Image Processing
  • Supportive speaker of Prof. Jürgen Hesser at the 4EU+ Summer School on
    Artificial Intelligence 2022 in Mailand.

Workshops

  • In preparation