SmallData Symposium 2024

Jun.-Prof. Dr. 

Maria Kalweit

Department of Computer Science, Faculty of Engineering, University of Freiburg

Publications

Cattaneo D, Enamundram NK, Hindel J, Kalweit M, Mekic E, Mohan R, Valada A. Dynamic Robot-Assisted Surgery with Hierarchical Class-Incremental Semantic Segmentation, 4th International Workshop, AMAI 2025, Held in Conjunction with MICCAI 2025. Jan 2026
Boedecker J, Dormann CF, Kalweit M, Moser N, Wesselkamp M. Process-Informed Neural Networks: A Hybrid Modelling Approach to Improve Predictive Performance and Inference of Neural Networks in Ecology and Beyond, Ecology Letters. Dec 2024

Related Resources in the Small Data Companion

Boedecker J, et al. (2024) Process-informed neural networks (PiNNs)
Model, algorithm or code
Boedecker J, et al. (2024) OSF | PiNNs
Model, algorithm or code
Boedecker J, et al. (2024) The PROFOUND database for evaluating vegetation models and simulating climate impacts on European forests
Dataset
Cattaneo D, et al. (2026) TOPICS++
Model, algorithm or code
Cattaneo D, et al. (2026) EndoVis2018
Dataset
Cattaneo D, et al. (2026) MM-OR
Dataset
Cattaneo D, et al. (2026) Syn-Mediverse
Dataset
Cattaneo D, et al. (2026) Dynamic Robot-Assisted Surgery with Hierarchical Class-Incremental Semantic Segmentation
Original Preprint
Cattaneo D, et al. (2026) Dynamic Robot-Assisted Surgery with Hierarchical Class-Incremental Semantic Segmentation
Poster from presentation

Administrative Manager

Marc Schumacher

Institute of Medical Biometry and Statistics,
Faculty of Medicine and Medical Center –
University of Freiburg