79 citations · 94 across the 9 of their papers we have counts for
10 papers
Domain-adaptive Zero-Shot Image Enhancement via Locality-Constrained Diffusion Guidance
Theresa Neubauer, Dimitrios Lenis, Astrid Berg +7
Denoising Diffusion Probabilistic Models have shown remarkable performance in unconditional image generation. In order to generate images with desired semantics, recent works have…
Fast Medical Shape Reconstruction via Meta-learned Implicit Neural Representations
Gaia Romana De Paolis, Dimitrios Lenis, Johannes Novotny +9
Efficient and fast reconstruction of anatomical structures plays a crucial role in clinical practice. Minimizing retrieval and processing times not only potentially enhances swift…
PARMESAN: Parameter-Free Memory Search and Transduction for Dense Prediction Tasks
Philip Matthias Winter, Maria Wimmer, David Major +7
This work addresses flexibility in deep learning by means of transductive reasoning. For adaptation to new data and tasks, e.g., in continual learning, existing methods typically i…
Multi-scale attention-based instance segmentation for measuring crystals with large size variation
Theresa Neubauer, Astrid Berg, Maria Wimmer +8
Quantitative measurement of crystals in high-resolution images allows for important insights into underlying material characteristics. Deep learning has shown great progress in vis…
Employing similarity to highlight differences: On the impact of anatomical assumptions in chest X-ray registration methods
Astrid Berg, Eva Vandersmissen, Maria Wimmer +6
To facilitate both the detection and the interpretation of findings in chest X-rays, comparison with a previous image of the same patient is very valuable to radiologists. Today, t…
Anomaly Detection using Generative Models and Sum-Product Networks in Mammography Scans
Marc Dietrichstein, David Major, Martin Trapp +6
Unsupervised anomaly detection models which are trained solely by healthy data, have gained importance in the recent years, as the annotation of medical data is a tedious task. Aut…
Omicron (B.1.1.529): Infectivity, vaccine breakthrough, and antibody resistance
Jiahui Chen, Rui Wang, Nancy Benovich Gilby +1
The latest severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variant Omicron (B.1.1.529) has ushered panic responses around the world due to its contagious and vaccine e…
Soft Tissue Sarcoma Co-Segmentation in Combined MRI and PET/CT Data
Theresa Neubauer, Maria Wimmer, Astrid Berg +5
Tumor segmentation in multimodal medical images has seen a growing trend towards deep learning based methods. Typically, studies dealing with this topic fuse multimodal image data…
Domain aware medical image classifier interpretation by counterfactual impact analysis
Dimitrios Lenis, David Major, Maria Wimmer +3
The success of machine learning methods for computer vision tasks has driven a surge in computer assisted prediction for medicine and biology. Based on a data-driven relationship b…
Interpreting Medical Image Classifiers by Optimization Based Counterfactual Impact Analysis
David Major, Dimitrios Lenis, Maria Wimmer +3
Clinical applicability of automated decision support systems depends on a robust, well-understood classification interpretation. Artificial neural networks while achieving class-le…