MR
Maximilian Rokuss
cs.CVcs.AIcs.LGeess.IVCone-Beam Computed TomographyMRIRadiographic Image Interpretation, Computer-Assisted3D segmentation3D visualizationAneurysm Location
On Valency
published · living versionsW_m9v2fqa5·v1 · currentpublished
nnInteractive Agent: General-Purpose AI Agents as 3D Image Annotators
with Fabian Isensee, Constantin Ulrich Harsy, Benjamin Hamm, Philipp Vollmuth +1
1 version
Preprints & journals
41 papers in the corpus · 2023–2026nnInteractive Agent: General-Purpose AI Agents as 3D Image Annotators2610.31080v1 · Fabian Isensee, Constantin Ulrich Harsy, Maximilian Rokuss et al.2026 · 0 citationsarXivon Valency
Efficient Privacy-Preserving Medical Cross-Silo Federated Learning.42837231 · Hamm, Benjamin, Kirchhoff, Yannick, Rokuss, Maximilian et al.2026 · 0 citationsIEEE journal of biomedical and health informatics. 2026;PP
Anguinus Sculpturae: Compositional Synthesis of Peak-Enhancement Breast DCE-MRI Scans2609.33611v1 · Benjamin Hamm, Nico Albert Disch, Maximilian Rokuss et al.2026 · 0 citationsarXiv
Feature Space Guidance for Breast Cancer Classification in DCE-MRI2609.32555v1 · Benjamin Hamm, Yannick Kirchhoff, Maximilian Rokuss et al.2026 · 0 citationsarXiv
Resolution Meets Reduction: Efficient Visual Context for 3D Radiology Report Generation2608.08713v1 · Jonathan Suprijadi, Raphael Stock, Moritz Langenberg et al.2026 · 0 citationsarXiv
GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis2607.18218v2 · Naoto Usuyama, Jeya Maria Jose Valanarasu, Sicong Yao et al.2026 · 1 citationarXiv
GLOW-FDG: Generalized cancer LesiOn Whole-body segmentation model for F-FDG-PET/CT2607.03931v1 · Maksym Fritsak, Maximilian Rokuss, Hubert S. Gabry's et al.2026 · 0 citationsarXiv
Multi-class segmentation of aortic branches and zones in computed tomography angiography: The AortaSeg24 challenge.42413466 · Imran, Muhammad, Krebs, Jonathan R, Sivaraman, Vishal Balaji et al.2026 · 2 citationsMedical image analysis. 2026;113:104188
Rethinking Post-Hoc Calibration in Semantic Segmentation2607.01902v2 · Tristan Kirscher, Kim-Celine Kahl (DKFZ), Balint Kovacs (DKFZ) et al.2026 · 0 citationsTransactions on Machine Learning Research (2026)
HealthAgentBench: A Unified Benchmark Suite of Realistic Agentic Healthcare Environments for Challenging Frontier AI Agents2606.31179v2 · Qianchu Liu, Sheng Zhang, Guanghui Qin et al.2026 · 0 citationsarXiv
PANTHER Challenge Report: Cross-Domain Pancreatic Tumor Segmentation in Magnetic Resonance Imaging.42349241 · Betancourt Tarifa, Amparo S, Verheij, Marcel, Monshouwer, René et al.2026 · 0 citationsMedical image analysis. 2026;113:104186
TopBrain Segmentation Challenge for Whole Brain Vessel Anatomy10.64898/2026.05.28.26354312v1 · Yang, K., Shi, P., Huang, H. et al.2026 · 1 citationmedRxiv
Exploiting Longitudinal Context in Clinician-Verified Interactive Lesion Tracking2605.23118v1 · Yannick Kirchhoff, Maximilian Rokuss, Daniel Philipp Mertens et al.2026 · 0 citationsarXiv
Lost in the Folds: When Cross-Validation Is Not a Deep Ensemble for Uncertainty Estimation2605.18329v2 · Tristan Kirscher, Markus Bujotzek (DKFZ), Yannick Kirchhoff (DKFZ) et al.2026 · 0 citations29th International Conference On Medical Image Computing And Computer Assisted Intervention, Sep 2026, Strasbourg, France
TriALS: Triphasic-Aided Liver Lesion Segmentation Benchmark in Non-Contrast CT2605.16572v1 · Marawan Elbatel, Mohamed Ghonim, Jiaji Mao et al.2026 · 0 citationsarXiv
The autoPET3 Challenge: Automated Lesion Segmentation in Whole-Body PET/CT $\unicode{x2013}$ Multitracer Multicenter Generalization2605.05775v2 · Jakob Dexl, Katharina Jeblick, Andreas Mittermeier et al.2026 · 1 citationarXiv
Multi-structure segmentation in CBCT volumes: The ToothFairy2 challenge.42102640 · Bolelli, Federico, Lumetti, Luca, van Nistelrooij, Niels et al.2026 · 3 citationsMedical image analysis. 2026;112:104095
VoxTell: Free-Text Promptable Universal 3D Medical Image Segmentation2511.11450v1 · Maximilian Rokuss, Moritz Langenberg, Yannick Kirchhoff et al.2025 · 0 citationsarXiv
MeisenMeister: A Simple Two Stage Pipeline for Breast Cancer Classification on MRI2510.27326v1 · Benjamin Hamm, Yannick Kirchhoff, Maximilian Rokuss et al.2025 · 0 citationsarXiv
A Community Benchmark for the Automated Segmentation of Pediatric Neuroblastoma on Multi-Modal MRI: Design and Results of the SPPIN Challenge at MICCAI 2023.41301113 · Buser, Myrthe A D, Simons, Dominique C, Fitski, Matthijs et al.2025 · 3 citationsBioengineering (Basel, Switzerland). 2025;12(11)
Promptable Longitudinal Lesion Segmentation in Whole-Body CT2509.00613v1 · Yannick Kirchhoff, Maximilian Rokuss, Fabian Isensee et al.2025 · 0 citationsarXiv
Temporal Flow Matching for Learning Spatio-Temporal Trajectories in 4D Longitudinal Medical Imaging2508.21580v1 · Nico Albert Disch, Yannick Kirchhoff, Robin Peretzke et al.2025 · 0 citationsarXiv
Towards Interactive Lesion Segmentation in Whole-Body PET/CT with Promptable Models2508.21680v1 · Maximilian Rokuss, Yannick Kirchhoff, Fabian Isensee et al.2025 · 0 citationsarXiv
A Multi-Stage Fine-Tuning and Ensembling Strategy for Pancreatic Tumor Segmentation in Diagnostic and Therapeutic MRI2508.21775v1 · Omer Faruk Durugol, Maximilian Rokuss, Yannick Kirchhoff et al.2025 · 0 citationsarXiv
Divide and Conquer: A Large-Scale Dataset and Model for Left-Right Breast MRI Segmentation2507.13830v1 · Maximilian Rokuss, Benjamin Hamm, Yannick Kirchhoff et al.2025 · 0 citationsarXiv
Benchmarking the CoW with the TopCoW Challenge: Topology-Aware Anatomical Segmentation of the Circle of Willis for CTA and MRA.38235066 · Yang, Kaiyuan, Musio, Fabio, Ma, Yihui et al.2026 · 19 citationsArXiv. 2025
Segmenting the Inferior Alveolar Canal in CBCTs Volumes: The ToothFairy Challenge.40030587 · Bolelli, Federico, Lumetti, Luca, Vinayahalingam, Shankeeth et al.2025 · 26 citationsIEEE transactions on medical imaging. 2025;44(4):1890-1906
nnInteractive: Redefining 3D Promptable Segmentation2503.08373v1 · Fabian Isensee, Maximilian Rokuss, Lars Kramer et al.2025 · 13 citationsarXiv
LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging2502.20985v1 · Maximilian Rokuss, Yannick Kirchhoff, Seval Akbal et al.2025 · 9 citationsarXiv
Tumor Detection, Segmentation and Classification Challenge on Automated 3D Breast Ultrasound: The TDSC-ABUS Challenge2501.15588v1 · Gongning Luo, Mingwang Xu, Hongyu Chen et al.2025 · 2 citationsarXiv
Expectation-Maximization as the Engine of Scalable Medical Intelligence2501.03410v2 · Wenxuan Li, Pedro R. A. S. Bassi, Tianyu Lin et al.2025 · 0 citationsarXiv
Enhanced nnU-Net Architectures for Automated MRI Segmentation of Head and Neck Tumors in Adaptive Radiation Therapy.40291013 · Kächele, Jessica, Zenk, Maximilian, Rokuss, Maximilian et al.2025 · 3 citationsHead and Neck Tumor Segmentation for MR-Guided Applications : First MICCAI Challenge, HNTS-MRG 2024, held in conjunction with MICCAI 2024, Marrakesh, Morocco, October 17, 2024, proceedings. 2025;15273:50-64
Scaling nnU-Net for CBCT Segmentation2411.17213v2 · Fabian Isensee, Yannick Kirchhoff, Lars Kraemer et al.2024 · 8 citationsarXiv
RadioActive: 3D Radiological Interactive Segmentation Benchmark2411.07885v3 · Constantin Ulrich, Tassilo Wald, Emily Tempus et al.2024 · 0 citationsarXiv
Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?2411.03670v2 · Pedro R. A. S. Bassi, Wenxuan Li, Yucheng Tang et al.2024 · 5 citationsarXiv
Longitudinal Segmentation of MS Lesions via Temporal Difference Weighting2409.13416v1 · Maximilian Rokuss, Yannick Kirchhoff, Saikat Roy et al.2024 · 6 citationsarXiv
Data-Centric Strategies for Overcoming PET/CT Heterogeneity: Insights from the AutoPET III Lesion Segmentation Challenge2409.10120v1 · Balint Kovacs, Shuhan Xiao, Maximilian Rokuss et al.2024 · 0 citationsarXiv
From FDG to PSMA: A Hitchhiker's Guide to Multitracer, Multicenter Lesion Segmentation in PET/CT Imaging2409.09478v2 · Maximilian Rokuss, Balint Kovacs, Yannick Kirchhoff et al.2024 · 5 citationsarXiv
Mitigating False Predictions In Unreasonable Body Regions2404.15718v1 · Constantin Ulrich, Catherine Knobloch, Julius C. Holzschuh et al.2024 · 1 citationarXiv
Skeleton Recall Loss for Connectivity Conserving and Resource Efficient Segmentation of Thin Tubular Structures2404.03010v2 · Yannick Kirchhoff, Maximilian R. Rokuss, Saikat Roy et al.2024 · 46 citationsarXiv
SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model2304.05396v1 · Saikat Roy, Tassilo Wald, Gregor Koehler et al.2023 · 67 citationsarXiv
Career total: 59 works. 41 are in this corpus.
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