Paetzold, Johannes C.

12 publications

MIDL 2026 Beyond Scalar Losses: Calibrating Segmentation Models via Gradient Vector Field Surgery Laurin Lux, Alexander H. Berger, Moritz Knolle, Daniel Rückert, Johannes C. Paetzold

MIDL 2026 From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis Alexander Weers, Alexander H. Berger, Laurin Lux, Peter Schüffler, Daniel Rueckert, Johannes C. Paetzold

MIDL 2026 GeoReg: Direct Biplanar DSA-to-CTA Registration with Geodesic Consistency for Acute Ischemic Stroke Rudolf L. M. van Herten, Robert Graf, Felix Bitzer, Jan S. Kirschke, Johannes C. Paetzold

MIDL 2026 Synthetic Vasculature and Pathology Enhance Vision-Language Model Reasoning Chenjun Li, Cheng Wan, Laurin Lux, Alexander H. Berger, Richard B. Rosen, Martin J. Menten, Johannes C. Paetzold

WACV 2025 Cross-Domain and Cross-Dimension Learning for Image-to-Graph Transformers Alexander H. Berger, Laurin Lux, Suprosanna Shit, Ivan Ezhof, Georgios Kaissis, Martin J. Menten, Daniel Rueckert, Johannes C. Paetzold

ICLR 2025 Topograph: An Efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation Laurin Lux, Alexander H Berger, Alexander Weers, Nico Stucki, Daniel Rueckert, Ulrich Bauer, Johannes C. Paetzold

WACV 2024 Link Prediction for Flow-Driven Spatial Networks Bastian Wittmann, Johannes C. Paetzold, Chinmay Prabhakar, Daniel Rueckert, Bjoern Menze

MIDL 2024 Modeling the Acquisition Shift Between Axial and Sagittal MRI for Diffusion Superresolution to Enable Axial Spine Segmentation Robert Graf, Hendrik Möller, Julian McGinnis, Sebastian Rühling, Maren Weihrauch, Matan Atad, Suprosanna Shit, Bjoern Menze, Mark Mühlau, Johannes C. Paetzold, Daniel Rueckert, Jan Kirschke

NeurIPS 2024 Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization Michal Balcerak, Tamaz Amiranashvili, Andreas Wagner, Jonas Weidner, Petr Karnakov, Johannes C. Paetzold, Ivan Ezhov, Petros Koumoutsakos, Benedikt Wiestler, Bjoern Menze

ICCV 2023 A Skeletonization Algorithm for Gradient-Based Optimization Martin J. Menten, Johannes C. Paetzold, Veronika A. Zimmer, Suprosanna Shit, Ivan Ezhov, Robbie Holland, Monika Probst, Julia A. Schnabel, Daniel Rueckert

ICML 2023 Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes Nico Stucki, Johannes C. Paetzold, Suprosanna Shit, Bjoern Menze, Ulrich Bauer

CVPR 2021 clDice - A Novel Topology-Preserving Loss Function for Tubular Structure Segmentation Suprosanna Shit, Johannes C. Paetzold, Anjany Sekuboyina, Ivan Ezhov, Alexander Unger, Andrey Zhylka, Josien P. W. Pluim, Ulrich Bauer, Bjoern H. Menze