output
20192026
most citedMetrics reloaded: Recommendations for image analysis validation

469 citations

Showing 2022Show all

5 papers · 1 filter

cs.LG2022★ 3 cited

Privacy in Practice: Private COVID-19 Detection in X-Ray Images (Extended Version)

Lucas Lange, Maja Schneider, Peter Christen +1

Machine learning (ML) can help fight pandemics like COVID-19 by enabling rapid screening of large volumes of images. To perform data analysis while maintaining patient privacy, we…

math.CO2022

Complexity of chess domination problems

Alexis Langlois-Rémillard, Mia Müßig, Érika Róldan

We study different domination problems of attacking and non-attacking rooks and queens on polyominoes and polycubes of all dimensions. Our main result proves that maximum independe…

stat.ME2022★ 1 cited

Generalized Bayes Approach to Inverse Problems with Model Misspecification

Youngsoo Baek, Wilkins Aquino, Sayan Mukherjee

We propose a general framework for obtaining probabilistic solutions to PDE-based inverse problems. Bayesian methods are attractive for uncertainty quantification but assume knowle…

cs.CV2022★ 469 cited

Metrics reloaded: Recommendations for image analysis validation

Lena Maier-Hein, Annika Reinke, Patrick Godau +71

Increasing evidence shows that flaws in machine learning (ML) algorithm validation are an underestimated global problem. Particularly in automatic biomedical image analysis, chosen…

cs.DB2022

Ontology-Mediated Querying on Databases of Bounded Cliquewidth

Carsten Lutz, Leif Sabellek, Lukas Schulze

We study the evaluation of ontology-mediated queries (OMQs) on databases of bounded cliquewidth from the viewpoint of parameterized complexity theory. As the ontology language, we…