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M. Balcerak

12 papers hereh-index 6115 citations16 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3
  • middle author8

Across the 11 of 12 papers where every author was matched, so the position is known.

fields
  • physics.med-ph5
  • cs.LG3
  • eess.IV2
  • cs.CE1
  • cs.CV1
same name
  • M. Balcerak — 1 paper, h 4

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedIndividualizing Glioma Radiotherapy Planning by Optimization of Data and Physics-Informed Discrete Loss

5 citations · 5 across the 9 of their papers we have counts for

collaborators
Showing 2024Show all

3 papers · 1 filter

physics.med-ph2024

A Lightweight Optimization Framework for Estimating 3D Brain Tumor Infiltration

Jonas Weidner, Michal Balcerak, Ivan Ezhov +6

Glioblastoma, the most aggressive primary brain tumor, poses a severe clinical challenge due to its diffuse microscopic infiltration, which remains largely undetected on standard M…

cs.CV2024

Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization

Michal Balcerak, Tamaz Amiranashvili, Andreas Wagner +7

Physical models in the form of partial differential equations serve as important priors for many under-constrained problems. One such application is tumor treatment planning, which…

physics.med-ph2024

A Learnable Prior Improves Inverse Tumor Growth Modeling

Jonas Weidner, Ivan Ezhov, Michal Balcerak +11

Biophysical modeling, particularly involving partial differential equations (PDEs), offers significant potential for tailoring disease treatment protocols to individual patients. H…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.