Team

Dipl.-Ing.ⁱⁿ Dr.ⁱⁿ Astrid Berg

Senior Researcher

Astrid Berg studied Technical Mathematics at the Vienna University of Technology, where she received her doctorate in 2016 under Prof. Franz Schuster in the field of convex geometry. She gained professional experience in the public and private sector and is part of the Biomedical Image Informatics research group at VRVis since 2019.

Research Group

Biomedical Image Informatics

Portraitfoto von Astrid Berg

+43 1 908 98 92 berg(at)vrvis.at

Publications

T. Neubauer , A. Berg , M. Wimmer , D. Lenis , D. Major , P. Winter , G. R. De Paolis , J. Novotny , K. Reinharter , D. Lüftner , K. Bühler (2023)
Multi-scale attention-based instance segmentation for large crystal size variation
IEEE Instrumentation and Measurement
Bibtex
D. Major , D. Lenis , M. Wimmer , A. Berg , T. Neubauer , K. Bühler (2023)
On the importance of domain awareness in classifier interpretations in medical imaging
IEEE Transactions on Medical Imaging
Bibtex
A. Berg , E. Vandersmissen , M. Wimmer , D. Major , T. Neubauer , D. Lenis , J. Cant , A. Snoeckx , K. Bühler (2023)
Employing similarity to highlight differences: On the impact of anatomical assumptions in chest X-ray registration methods
Computers in Biology and Medicine
Bibtex
M. Dietrichstein , D. Major , M. Trapp , M. Wimmer , D. Lenis , P. Winter , A. Berg , T. Neubauer , K. Bühler (2022)
Anomaly Detection Using Generative Models and Sum-Product Networks in Mammography Scans
Deep Generative Models. DGM4MICCAI 2022. Lecture Notes in Computer Science, vol 13609.
Bibtex
M. Wimmer , G. Sluiter , D. Major , D. Lenis , A. Berg , T. Neubauer , K. Bühler (2021)
Multi-task fusion for improving mammography screening data classification
IEEE Transactions on Medical Imaging
Bibtex
PDF
D. Lenis , D. Major , M. Wimmer , A. Berg , G. Sluiter , K. Bühler (2020)
Domain aware medical image classifier interpretation by counterfactual impact analysis
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2020
Bibtex
PDF
T. Neubauer , M. Wimmer , A. Berg , D. Major , D. Lenis , T. Beyer , J. Saponjski , K. Bühler (2020)
Soft Tissue Sarcoma Co-Segmentation in Combined MRI and PET/CT Data
"Multimodal Learning for Clinical Decision Support" Workshop of the International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2020
Bibtex
PDF
D. Major , D. Lenis , M. Wimmer , G. Sluiter , A. Berg , K. Bühler (2020)
Interpreting Medical Image Classifiers by Optimization Based Counterfactual Impact Analysis
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI)
Bibtex
PDF