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cs.CV2026

An Open-Source Monitoring Framework for Data Exploration and Progress Tracking in Multi-Center Radiology Studies

Markus Bujotzek, Jonas Scherer, Stefan Denner +7

Multi-center studies are crucial for advancing medical and radiological research. Data exploration, collaboration discovery, and study progress monitoring are essential for maximiz…

cs.CV2026

Exploiting Longitudinal Context in Clinician-Verified Interactive Lesion Tracking

Yannick Kirchhoff, Maximilian Rokuss, Daniel Philipp Mertens +5

Tracking tumor lesions across serial CT scans is essential for oncological response assessment. Existing automated methods face a fundamental trade-off: end-to-end trackers achieve…

cs.CV2025

Kaapana: A Comprehensive Open-Source Platform for Integrating AI in Medical Imaging Research Environments

Ünal Akünal, Markus Bujotzek, Stefan Denner +8

Developing generalizable AI for medical imaging requires both access to large, multi-center datasets and standardized, reproducible tooling within research environments. However, l…

cs.CV2025

VoxTell: Free-Text Promptable Universal 3D Medical Image Segmentation

Maximilian Rokuss, Moritz Langenberg, Yannick Kirchhoff +8

We introduce VoxTell, a vision-language model for text-prompted volumetric medical image segmentation. It maps free-form descriptions, from single words to full clinical sentences,…

cs.CV2025

MeisenMeister: A Simple Two Stage Pipeline for Breast Cancer Classification on MRI

Benjamin Hamm, Yannick Kirchhoff, Maximilian Rokuss +1

The ODELIA Breast MRI Challenge 2025 addresses a critical issue in breast cancer screening: improving early detection through more efficient and accurate interpretation of breast M…

cs.CV2025

nnInteractive: Redefining 3D Promptable Segmentation

Fabian Isensee, Maximilian Rokuss, Lars Krämer +10

Accurate and efficient 3D segmentation is essential for both clinical and research applications. While foundation models like SAM have revolutionized interactive segmentation, thei…