Search Results for author: Christian J. Cyron

Found 5 papers, 1 papers with code

ECToNAS: Evolutionary Cross-Topology Neural Architecture Search

1 code implementation8 Mar 2024 Elisabeth J. Schiessler, Roland C. Aydin, Christian J. Cyron

We present ECToNAS, a cost-efficient evolutionary cross-topology neural architecture search algorithm that does not require any pre-trained meta controllers.

Neural Architecture Search

Ultrasound Shear Wave Elasticity Imaging with Spatio-Temporal Deep Learning

no code implementations11 Apr 2022 Maximilian Neidhardt, Marcel Bengs, Sarah Latus, Stefan Gerlach, Christian J. Cyron, Johanna Sprenger, Alexander Schlaefer

The results show that our approach can estimate elastic properties on a pixelwise basis with a mean absolute error of 5. 01+-4. 37 kPa.

A homogenized constrained mixture model of cardiac growth and remodeling: Analyzing mechanobiological stability and reversal

no code implementations23 Mar 2022 Amadeus M. Gebauer, Martin R. Pfaller, Fabian A. Braeu, Christian J. Cyron, Wolfgang A. Wall

We propose a novel microstructure-motivated model that predicts organ-scale G&R in the heart based on the homogenized constrained mixture theory.

What do cells regulate in soft tissues on short time scales?

no code implementations9 Apr 2021 Jonas F. Eichinger, Daniel Paukner, Roland C. Aydin, Wolfgang A. Wall, Jay D. Humphrey, Christian J. Cyron

Cells within living soft biological tissues seem to promote the maintenance of a mechanical state within a defined range near a so-called set-point.

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