3 papers
cs.CV2026
Foundation Models vs. Radiomics for Lung Computed Tomography: A Benchmark of Feature Extractors, Classification Heads, and Segmentation Choices
Nils Neukirch, Martin Maurer, Nils Strodthoff
Radiomics is the established approach for CT-based lung cancer phenotyping, yet comparisons with foundation models rarely isolate contributions of feature extractor, classification…
eess.SP2026
Pretraining Strategies and Scaling for ECG Foundation Models: A Systematic Study
M A Al-Masud, Nils Strodthoff
Specialized foundation models are beginning to emerge in various medical subdomains, but pretraining methodologies and parametric scaling with the size of the pretraining dataset a…
cs.LG2026
FeatMap: Understanding image manipulation in the feature space and its implications for feature space geometry
Elias B. Krey, Nils Neukirch, Nils Strodthoff
Intermediate feature representations represent the backbone for the expressivity and adaptability of deep neural networks. However, their geometric structure remains poorly underst…