Quantum state assignment flows

J Schwarz, J Cassel, B Boll, M Gärttner, P Albers… - Entropy, 2023 - mdpi.com
This paper introduces assignment flows for density matrices as state spaces for
representation and analysis of data associated with vertices of an underlying weighted …

Sigma Flows for Image and Data Labeling and Learning Structured Prediction

J Cassel, B Boll, S Petra, P Albers… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper introduces the sigma flow model for the prediction of structured labelings of data
observed on Riemannian manifolds, including Euclidean image domains as special case …

Nonlocal Graph-PDEs and Riemannian Gradient Flows for Image Labeling

D Sitenko - 2023 - archiv.ub.uni-heidelberg.de
In this thesis, we focus on the image labeling problem which is the task of performing unique
pixel-wise label decisions to simplify the image while reducing its redundant information. We …