Resume
Experience
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Professional Events Officer
MICCAI Student Board
January 2024 - PresentOrganizing the Academia & Industry event.
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Research Assistant
Technical University Darmstadt
April 2022 - April 2025Part of Technical University Darmstadt's quality assurance team for the RACOON project, a national initiative involving 38 university hospitals. Developing and implementing quality assurance methods for CT/MRI images and segmentation masks.
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Student Assistant
Technical University Darmstadt
October 2020 - March 2022Assisted in quality assurance for the RACOON project, focusing on regulatory aspects and medical device standards.
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Business Intelligence Intern
Deutsche Lufthansa AG
November 2019 - April 2020Developed Qlik Sense applications for data visualization and analysis in support of operational decision-making.
Education
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Ph.D., Computer Science
Technical University Darmstadt
April 2022 - April 2025Thesis: Beyond End-to-End - Exploring Extremes in Medical Continual Learning
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M.Sc., Business Informatics
Technical University Darmstadt
October 2020 - March 2022Thesis: Continual Learning with Transformer Architectures
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B.Sc., Business Informatics
Saarland University
October 2017 - September 2020Thesis: Development of an Evaluation Tool for Time Series Analysis of Passenger Forecasts
Publications
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NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation
WACV 2025A. Ranem, J. Kalkhof, A. Mukhopadhyay
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NCA-Morph: Medical Image Registration with Neural Cellular Automata
BMVC 2024 (Oral)A. Ranem, J. Kalkhof, A. Mukhopadhyay
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Unsupervised Training of Neural Cellular Automata on Edge Devices
MICCAI 2024J. Kalkhof, A. Ranem, A. Mukhopadhyay
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UnCLe SAM: Unleashing SAM's Potential for Continual Prostate MRI Segmentation
MIDL 2024A. Ranem, M. A. M. Aflal, M. Fuchs, A. Mukhopadhyay
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Continual atlas-based segmentation of prostate MRI
WACV 2024A. Ranem, C. González, D. Pinto dos Santos, A. M. Bucher, A. E. Othman, A. Mukhopadhyay
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Exploring SAM Ablations for Enhancing Medical Segmentation in Radiology and Pathology
arXiv 2023A. Ranem, N. Babendererde, M. Fuchs, A. Mukhopadhyay
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Lifelong nnU-Net: Framework for Medical Continual Learning
Nature Scientific Reports 2023C. González, A. Ranem, D. Pinto dos Santos, A. Othman, A. Mukhopadhyay
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Quality monitoring of federated Covid-19 lesion segmentation
Bildverarbeitung für die Medizin 2022C. González, C.L. Harder, A. Ranem, R. Fischbach, I.J. Kaltenborn, A. Dadras, A.M. Bucher, A. Mukhopadhyay
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Detecting respiratory motion artefacts for cardiovascular MRIs
STACOM Workshop 2022A. Ranem, J. Kalkhof, C. Özer, A. Mukhopadhyay, I. Oksuz
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Continual Hippocampus Segmentation with Transformers
CVPR 2022A. Ranem, C. González, A. Mukhopadhyay
Organized Events
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DGM4MICCAI Workshop
MICCAI 2023, 2024 -
Data-Centric Dynamic Learning
MICCAI 2024 -
CapsNetwork School
Technical University Darmstadt
Skills
Python
Machine Learning (Continual Learning, Segmentation)
Foundation models, LLM/LVM
Medical Imaging (CT, MRI)
Git, Python, LaTeX
Data Visualization