Beatriz Garcia Santa Cruz

Publication Activity (10 Years)

Years Active: 2020-2022
Publications (10 Years): 5

Top Topics

Machine Learning

Causal Relations

Medical Imaging

Top Venues

Medical Image Anal.

Bildverarbeitung für die Medizin

Publications

Beatriz Garcia Santa Cruz, Andreas Husch, Frank Hertel
The effect of dataset confounding on predictions of deep neural networks for medical imaging. NLDL (2022)
Beatriz Garcia Santa Cruz, Matías Nicolás Bossa, Jan Sölter, Frank Hertel, Andreas Husch
Abstract: The Importance of Dataset Choice Lessons Learned from COVID-19 X-ray Imaging Models. Bildverarbeitung für die Medizin (2022)
Beatriz Garcia Santa Cruz, Carlos Vega, Frank Hertel
The Need of Standardised Metadata to Encode Causal Relationships: Towards Safer Data-Driven Machine Learning Biological Solutions. CIBB (2021)
Beatriz Garcia Santa Cruz, Matías Nicolás Bossa, Jan Sölter, Andreas Dominik Husch
Public Covid-19 X-ray datasets and their impact on model bias - A systematic review of a significant problem. Medical Image Anal. 74 (2021)
Beatriz Garcia Santa Cruz, Jan Sölter, Matías Nicolás Bossa, Andreas Dominik Husch
On the Composition and Limitations of Publicly Available COVID-19 X-Ray Imaging Datasets. CoRR (2020)