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The “Inverse Problems and Applications” (IPA) research group addresses the challenge of inverse problems, essential for reconstructing signals from observations and controlling systems to achieve desired outcomes. The group’s research focuses on advancing clinical imaging through innovative approaches to inverse problems.
Key research areas include:
Tomographic Reconstruction: Developing techniques for various imaging modalities such as cone-beam CT, photon counting CT, robotic CT, PET, SPECT, and OCT, even under suboptimal conditions, to enhance diagnostic accuracy and reliability.
Image Quality: Enhancing the clarity and detail of medical images, promoting better diagnostic and treatment planning capabilities.
Blood Flow Analysis: Predicting and analyzing vascular dynamics to aid in the understanding and treatment of circulatory conditions.
Motion Estimation and Correction: Implementing solutions for both rigid and non-rigid motion, ensuring precise imaging despite patient movement.
27 members · 2 open topics · 31 running theses
Open Positions
Current Theses & Projects
2029
Unpublished Publications
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PANDA: Prototype-Anchored Alignment for Partially Unpaired Multimodal Learning, with Applications to Alzheimer’s MRI and TCGA Pathology
(2029)
BibTeX: Download
2027
Journal Articles
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Deep Learning Architectures for Fault Analysis in Power System Protection: A Reproducible Evaluation on Public Waveform Data
In: Electric Power Systems Research Volume 265, Part C (2027), Article No.: 114169
ISSN: 0378-7796
DOI: 10.1016/j.epsr.2026.114169
URL: https://www.sciencedirect.com/science/article/pii/S0378779626014574
BibTeX: Download
2026
Journal Articles
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Feature Selection for Fault Prediction in Distribution Systems
In: Electric Power Systems Research 261 (2026), Article No.: 113498
ISSN: 0378-7796
DOI: 10.1016/j.epsr.2026.113498
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Vision transformer Hook for dense predictions
In: Pattern Recognition 179 (2026), p. 1-12
ISSN: 0031-3203
DOI: 10.1016/j.patcog.2026.113818
URL: https://www.sciencedirect.com/science/article/pii/S0031320326007831?via=ihub
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A Standardized Framework for Machine Learning in Power System Protection
In: International Journal of Electrical Power & Energy Systems 181 (2026), Article No.: 112169
ISSN: 0142-0615
DOI: 10.1016/j.ijepes.2026.112169
URL: https://www.sciencedirect.com/science/article/pii/S0142061526006113
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Robustness and Stability Analysis of Differentiable Shift-Variant FBP for Cone-Beam CT under Challenging Acquisition Settings
In: Journal Machine Learning for Biomedical Imaging 2026 (2026), Article No.: 252c
ISSN: 2766-905X
DOI: 10.59275/j.melba.2026-252c
URL: https://www.melba-journal.org/papers/2026:014.html
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Robustness Evaluation of Machine Learning Models for Fault Classification and Localization in Power System Protection
In: IET Conference Proceedings 2026 (2026), p. 188-193
ISSN: 2732-4494
DOI: 10.1049/icp.2026.1934
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Challenging Hounsfield Unit cutoffs: spectral thresholding for synthetic coronary plaque phantoms on photon-counting CT
In: Journal of Medical Imaging 13 (2026), Article No.: 024003
ISSN: 2329-4310
DOI: 10.1117/1.JMI.13.2.024003
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Filter2Noise: a framework for interpretable and zero-shot low-dose CT image denoising
In: Journal of Medical Imaging 13 (2026), Article No.: 024004
ISSN: 2329-4310
DOI: 10.1117/1.JMI.13.2.024004
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Early Detection of DMA-Level Leaks in Water Networks Using Robust Regression Ensemble Framework
In: Water 18 (2026), Article No.: 563
ISSN: 2073-4441
DOI: 10.3390/w18050563
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Analyzing and adapting diffusion segmentation behavior for medical images
In: Biomedical Signal Processing and Control 112 (2026), Article No.: 108619
ISSN: 1746-8094
DOI: 10.1016/j.bspc.2025.108619
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A deep learning framework for heat demand forecasting using time–frequency representations of decomposed features
In: Energy and AI (2026), Article No.: 100704
ISSN: 2666-5468
DOI: 10.1016/j.egyai.2026.100704
BibTeX: Download
Conference Contributions
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Exploiting Partially Overlapping Auxiliary Modalities for Alzheimer’s MRI Classification via Prototype Alignment
BAIOSPHERE MEDICAL 2026 — Book of Abstracts 2026 (Erlangen, June 8, 2026 - June 9, 2026)
In: Andreas Maier, Siming Bayer, Tri-Thien Nguyen, Sheethal Bhat (ed.): BAIOSPHERE MEDICAL 2026 — Book of Abstracts 2026
DOI: 10.25593/978-3-96147-958-0
URL: https://open.fau.de/handle/openfau/40364
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Robust AI-Based Chest Radiograph Classification Without Prior Task Training via Improved Vision-Language Alignment
European Congress of Radiology (Vienna, March 4, 2026 - March 8, 2026)
In: European Society of Radiologists, ESR: 2026
DOI: 10.26044/ecr2026/C-12946
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Category-Level Segmentation of Repeated Objects using SAM2 Memory System
2025 9th International Conference on Advances in Artificial Intelligence, ICAAI 2025 (Manchester, GBR, November 14, 2025 - November 16, 2025)
In: ICAAI 2025 - 2025 9th International Conference on Advances in Artificial Intelligence 2026
DOI: 10.1145/3787279.3788494
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Breast MRI Evaluation with Weakly-informed Slice-level Explanation
Bildverarbeitung für die Medizin 2026 (Lübeck, March 15, 2026 - March 17, 2026)
DOI: 10.1007/978-3-658-51100-5_2
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Differentiable Approximate Truncation Robust CBCT Reconstruction via Known Operator Learning
Bildverarbeitung für die Medizin 2026 (Lübeck, March 15, 2026 - March 17, 2026)
In: Heinz Handels, Katharina Breininger, Thomas Deserno, Andreas Maier, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): German Conference on Medical Image Computing 2026
DOI: 10.1007/978-3-658-51100-5_64
URL: https://link.springer.com/chapter/10.1007/978-3-658-51100-5_64
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Explainable Radiologist-aligned VLM for CT Image Quality Assessment
Bildverarbeitung für die Medizin Workshop, BVM 2026 (Lübeck, March 15, 2026 - March 17, 2026)
In: Heinz Handels, Katharina Breininger, Thomas Deserno, Andreas Maier, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2026
DOI: 10.1007/978-3-658-51100-5_75
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Abstract: DINO Adapted to X-ray (DAX)
German Conference on Medical Image Computing (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026, Wiesbaden: 2026
DOI: 10.1007/978-3-658-51100-5_44
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AI-based Dual-domain Framework for Gridline Suppression in Digital Radiography
German Conference on Medical Image Computing (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026, Wiesbaden: 2026
DOI: 10.1007/978-3-658-51100-5_67
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Parameter-efficient Finetuning of Foundational Models for Text-guided X-ray Image Segmentation
German Conference on Medical Image Computing (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026, Wiesbaden: 2026
DOI: 10.1007/978-3-658-51100-5_10
BibTeX: Download - , , :
Prediction of Patient and Mobile C-arm Orientation in Orthopedic Trauma Procedures
German Conference on Medical Image Computing (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026, Wiesbaden: 2026
DOI: 10.1007/978-3-658-51100-5_43
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Opportunistic Breast Cancer Risk Stratification From Low-dose Chest CT Using Multiple Instance Learning
Bildverarbeitung für die Medizin 2026 (BVM 2026) (Lübeck, March 15, 2026 - March 17, 2026)
In: Bildverarbeitung für die Medizin 2026 2026
DOI: 10.1007/978-3-658-51100-5_84
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From Unlabeled Data to Clinical Applications: Foundation Models in Medical Imaging
CAOS 2025: The 25th Annual Meeting of the International Society for Computer Assisted Orthopaedic Surgery (Davos, June 16, 2025 - June 19, 2025)
In: Joshua William Giles, Aziliz Guezou-Philippe (ed.): Proceedings of The 25th Annual Meeting of the International Society for Computer Assisted Orthopaedic Surgery 2026
DOI: 10.29007/h2m6
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Metal Artifact Avoidance: Improved CBCT Image Quality through Tilted C-Arm 3D Scans
CAOS 2025: The 25th Annual Meeting of the International Society for Computer Assisted Orthopaedic Surgery (Davos, June 16, 2025 - June 19, 2025)
In: Joshua William Giles, Aziliz Guezou-Philippe (ed.): Proceedings of The 25th Annual Meeting of the International Society for Computer Assisted Orthopaedic Surgery 2026
DOI: 10.29007/1q88
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Automated Segmentation and Biomarker Analysis in OCT Images using a Transformer-based Framework
Bildverarbeitung für die Medizin Workshop, BVM 2026 (Lübeck, March 15, 2026 - March 17, 2026)
In: Heinz Handels, Katharina Breininger, Thomas Deserno, Andreas Maier, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2026
DOI: 10.1007/978-3-658-51100-5_96
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FIND-Net – Fourier-Integrated Network with Dictionary Kernels for Metal Artifact Reduction
28th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2025 (Daejeon, KOR, September 23, 2025 - September 27, 2025)
In: James C. Gee, Jaesung Hong, Carole H. Sudre, Polina Golland, Jinah Park, Daniel C. Alexander, Juan Eugenio Iglesias, Archana Venkataraman, Jong Hyo Kim (ed.): Lecture Notes in Computer Science 2026
DOI: 10.1007/978-3-032-05169-1_19
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Lesion-Aware AI for Mammography: Multi-Dataset Pretraining with ROI-Guided Contrastive Learning and Clinical Image Retrieval
ECR 2026
DOI: 10.26044/ecr2026/C-15780
BibTeX: Download - , , , , , , , :
LSTT: Latent Spatio-Temporal Transformer for Non-rigid Motion Compensation in CBCT
1st International Workshop on Reconstruction and Imaging Motion Estimation, RIME 2025, and 7th International Workshop on Graphs in Biomedical Image Analysis, GRAIL 2025, held in conjunction with the 28th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2025 (Daejeon, September 27, 2025 - September 27, 2025)
In: Lina Felsner, Thomas Küstner, Andreas Maier, Chen Qin, Seyed-Ahmad Ahmadi, Anees Kazi, Xiaoling Hu (ed.): Lecture Notes in Computer Science 2026
DOI: 10.1007/978-3-032-06103-4_8
BibTeX: Download - , , , , , , , , :
Physics-Informed GNN for Medium-High Voltage AC Power Flow With Edge-Aware Attention and Line Search Correction Operator
2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (Barcelona, Spain, May 3, 2026 - May 8, 2026)
In: 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2026
DOI: 10.1109/ICASSP55912.2026.11463241
URL: https://ieeexplore.ieee.org/document/11463241
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Abstract: BigReg: An Efficient Registration Pipeline for High-resolution X-ray and Light-sheet Fluorescence Microscopy
Bildverarbeitung für die Medizin Workshop, BVM 2026 (Lübeck, March 15, 2026 - March 17, 2026)
In: Heinz Handels, Katharina Breininger, Thomas Deserno, Andreas Maier, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2026
DOI: 10.1007/978-3-658-51100-5_77
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DINO Adapted to X-Ray (DAX): Foundation Models for Intraoperative X-Ray Imaging
28th International Conference on Medical Image Computing and Computer Assisted Intervention (Daejeon, September 23, 2025 - September 27, 2025)
In: Gee JC, Alexander DC, Hong J, Iglesias JE, Sudre CH, Venkataraman A, Golland P, Kim JH, Park J (ed.): Medical Image Computing and Computer Assisted Intervention - MICCAI 2025, Cham: 2026
DOI: 10.1007/978-3-032-05127-1_14
BibTeX: Download
Unpublished Publications
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BE-WISER: Class-Aware Weak Slice-Level Supervision for Breast MRI
(2026)
DOI: 10.21203/rs.3.rs-9855612/v1
BibTeX: Download - , , , , , , , :
Controlled Comparison of Machine Learning Models for Fault Classification and Localization in Power System Protection (Conference contribution, accepted)
DOI: 10.48550/arXiv.2510.00831
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Fault Inception Detection in Real-World Disturbance Data for Power System Protection (Conference contribution, accepted)
IEEE PES ISGT EUROPE 2026 (Budapest, October 19, 2026 - October 22, 2026)
DOI: 10.48550/arXiv.2606.23111
BibTeX: Download - , , , , :
Offline Reinforcement Learning for Distribution-Grid Protection (Conference contribution, accepted)
IEEE Power & Energy Student Summit (PESS 2026) (Karlsruhe, October 21, 2026 - October 23, 2026)
DOI: 10.48550/arXiv.2609.24703
URL: https://arxiv.org/abs/2609.24703
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Peak-Aware Short-Term Load Forecasting Across Distribution Grid Aggregation Levels (Conference contribution, accepted)
IEEE PES ISGT Europe 2026 (Budapest, October 19, 2026 - October 22, 2026)
DOI: 10.48550/arXiv.2609.18588
URL: https://arxiv.org/abs/2609.18588
BibTeX: Download - , , , , , :
PROTECT-90: A Fault Dataset for Power System Protection (Conference contribution, accepted)
IEEE PES ISGT EUROPE 2026 (Budapest, October 19, 2026 - October 22, 2026)
DOI: 10.48550/arXiv.2606.24298
BibTeX: Download
2025
Journal Articles
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A self-supervised multimodal deep learning approach to differentiate post-radiotherapy progression from pseudoprogression in glioblastoma
In: Scientific Reports 15 (2025), Article No.: 17133
ISSN: 2045-2322
DOI: 10.1038/s41598-025-02026-7
BibTeX: Download - , , , , , , :
Deep learning-based classification of coronary arteries and left ventricle using multimodal data for autonomous protocol selection or adjustment in angiography
In: Scientific Reports 15 (2025), Article No.: 15186
ISSN: 2045-2322
DOI: 10.1038/s41598-025-99651-z
BibTeX: Download - , , :
Robot movement planning for obstacle avoidance using reinforcement learning
In: Scientific Reports 15 (2025), Article No.: 32506
ISSN: 2045-2322
DOI: 10.1038/s41598-025-17740-5
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A Scoping Review of Machine Learning Applications in Power System Protection and Disturbance Management
In: International Journal of Electrical Power & Energy Systems Volume 172 (2025), Article No.: 111257
ISSN: 0142-0615
DOI: 10.1016/j.ijepes.2025.111257
URL: https://www.sciencedirect.com/science/article/pii/S0142061525008051
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High-Resolution, Motion-Corrected, Volume-Fused OCT for Investigating Longitudinal Changes in Subretinal Drusenoid Deposits in Intermediate AMD
In: Translational Vision Science & Technology 14 (2025), Article No.: 15
ISSN: 2164-2591
DOI: 10.1167/tvst.14.6.15
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Attention-guided erasing for enhanced transfer learning in breast abnormality classification
In: International Journal of Computer Assisted Radiology and Surgery (2025)
ISSN: 1861-6410
DOI: 10.1007/s11548-024-03317-6
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High-Resolution OCT Reveals Age-Associated Variation in the Region Posterior to the External Limiting Membrane
In: Translational Vision Science & Technology 14 (2025), p. 16-
ISSN: 2164-2591
DOI: 10.1167/tvst.14.1.16
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Battle of Water Demand Forecasting
In: Journal of Water Resources Planning and Management-Asce 151 (2025), Article No.: 04025049
ISSN: 0733-9496
DOI: 10.1061/JWRMD5.WRENG-6887
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EAGLE: an edge-aware gradient localization enhanced loss for CT image reconstruction
In: Journal of Medical Imaging 12 (2025), Article No.: 014001
ISSN: 2329-4310
DOI: 10.1117/1.JMI.12.1.014001
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Modelling of measuring systems – From white box models to cognitive approaches
In: Measurement: Sensors (2025), Article No.: 101503
ISSN: 2665-9174
DOI: 10.1016/j.measen.2024.101503
BibTeX: Download - , , , , , , , , , , , :
BigReg: an efficient registration pipeline for high-resolution X-ray and light-sheet fluorescence microscopy
In: Journal of Medical Imaging (2025)
ISSN: 2329-4310
DOI: 10.1117/1.JMI.12.5.054004
BibTeX: Download
Conference Contributions
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Frequency-Aware Proximal Networks with Fourier Channel Attention for CT Metal Artifact Reduction
2025 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Yokohama, November 1, 2025 - November 8, 2025)
DOI: 10.1109/NSS/MIC/RTSD57106.2025.11287516
BibTeX: Download - , , , :
MammoBLIP: End-to-End Mammography Report Generation with Vision-Language Models and Public Multi-Institutional Datasets
IEEE Symposium on Nuclear Science (NSS/MIC) (Yokohama, November 1, 2025 - November 8, 2025)
In: 2025 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) 2025
DOI: 10.1109/NSS/MIC/RTSD57106.2025.11286311
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SV-FBP for Non-Circular CBCT via Trajectory Standardization: Learn Once and for All
2025 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Yokohama, Japan, November 1, 2025 - November 8, 2025)
In: 2025 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), 2025 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD): 2025
DOI: 10.1109/NSS/MIC/RTSD57106.2025.11287860
URL: https://ieeexplore.ieee.org/abstract/document/11287860
BibTeX: Download - , , , :
Coronary Artery Classification Using Deep Learning
2025 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Yokohama, November 1, 2025 - November 8, 2025)
DOI: 10.1109/NSS/MIC/RTSD57106.2025.11287049
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Impact of Data Sparsity on Machine Learning for Fault Detection in Power System Protection
33rd European Signal Processing Conference (EUSIPCO 2025) (Palermo, September 8, 2025 - September 12, 2025)
In: 2025 33rd European Signal Processing Conference (EUSIPCO) 2025
URL: https://ieeexplore.ieee.org/document/11226584
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Impact of Training Dataset Size for ML Load Flow Surrogates
Oberlausitzer Energiesymposium 2025 & Zittauer Energieseminar (Zittau, November 25, 2025 - November 26, 2025)
DOI: 10.48550/arXiv.2602.19667
URL: https://arxiv.org/abs/2602.19667
BibTeX: Download - , , , , :
A Graph Neural Network-Based Approach for Power System Protection
IEEE Kiel PowerTech (Kiel, June 29, 2025 - July 3, 2025)
In: PowerTech 2025, Kiel: 2025
DOI: 10.1109/PowerTech59965.2025.11180650
URL: https://ieeexplore.ieee.org/document/11180650
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MM-DETR: Emulating the Diagnostic Clinical Workflow in Multi-view Multi-modal Mammography Mass Detection
MICCAI Deep Breath Workshop (Daejeon, South Korea, September 23, 2025 - September 27, 2025)
In: Artificial Intelligence and Imaging for Diagnostic and Treatment Challenges in Breast Care 2025
DOI: 10.1007/978-3-032-05559-0_26
URL: https://link.springer.com/chapter/10.1007/978-3-032-05559-0_26
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Exemplar Med-DETR: Toward Generalized and Robust Lesion Detection in Mammogram Images and Beyond
MICCAI (Daejeon, September 23, 2025 - September 27, 2025)
In: 28th International Conference of Medical Image Computing and Computer Assisted Intervention – MICCAI 2025
DOI: 10.1007/978-3-032-04978-0_20
URL: https://link.springer.com/chapter/10.1007/978-3-032-04978-0_20#chapter-info
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Water Demand Forecasting of District Metered Areas through Learned Consumer Representations
The 33rd European Signal Processing Conference (EUSIPCO 2025) (Palermo, Italy, September 8, 2025 - September 12, 2025)
In: Water Demand Forecasting of District Metered Areas through Learned Consumer Representations 2025
URL: https://eusipco2025.org/wp-content/uploads/pdfs/0001842.pdf
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Digitization Framework of Water Utility Documents for Digital Twins
21st International Computing & Control in the Water Industry Conference (Sheffield, United Kingdom, September 1, 2025 - September 3, 2025)
In: Digitization Framework of Water Utility Documents for Digital Twins 2025
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Learning Wavelet-Sparse FDK for 3D Cone-Beam CT Reconstruction
International Conference on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine (, May 27, 2025 - May 30, 2025)
BibTeX: Download - , , , , :
Unsupervised Clustering for Fault Analysis in High-Voltage Power Systems Using Voltage and Current Signals
Fault and Disturbance Analysis Conference (Atlanta, GA, May 5, 2025 - May 6, 2025)
In: Fault and Disturbance Analysis Conference 2025 2025
DOI: 10.48550/arXiv.2505.17763
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Verification of Neural Network Based Power System Protection Schemes
19th IET Conference on Developments in Power System Protection (DPSP Europe 2025) (Bilbao, April 1, 2025 - April 3, 2025)
DOI: 10.1049/icp.2025.1062
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Compressibility Analysis for the differentiable shift-variant Filtered Backprojection Model
Medical Imaging 2025: Physics of Medical Imaging (San Diego, CA, February 17, 2025 - February 21, 2025)
In: John M. Sabol, Ke Li, Shiva Abbaszadeh (ed.): Medical Imaging 2025: Physics of Medical Imaging 2025
DOI: 10.1117/12.3047414
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A Systematic Evaluation of Machine Learning Methods for Fault Detection and Line Identification in Electrical Power Grids
ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (Hyderabad, April 6, 2025 - April 11, 2025)
In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New York City: 2025
DOI: 10.1109/ICASSP49660.2025.10890544
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Differentiable Few-view CT-Reconstruction for Arbitrary CT-Trajectories including Prior Knowledge
14th Conference on Industrial Computed Tomography (iCT), 4 - 7 February 2025, Antwerp, Belgium (iCT 2025) (Antwerp, February 4, 2025 - February 7, 2025)
In: 14th Conference on Industrial Computed Tomography (iCT), 4 - 7 February 2025, Antwerp, Belgium (iCT 2025) 2025
DOI: 10.58286/30724
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Task-Based Optimization of CT Trajectories Using a Learned Defect Visibility Metric
14th Conference on Industrial Computed Tomography (iCT), 4 - 7 February 2025, Antwerp, Belgium (iCT 2025) (Antwerp, February 4, 2025 - February 6, 2025)
In: 14th Conference on Industrial Computed Tomography (iCT), 4 - 7 February 2025, Antwerp, Belgium (iCT 2025) 2025
DOI: 10.58286/30758
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Link Prediction on Water Distribution Networks using Graph Neural Networks
21st International Computing & Control in the Water Industry Conference (Sheffield, September 1, 2025 - September 3, 2025)
In: Link Prediction on Water Distribution Networks using Graph Neural Networks 2025
Open Access: https://orda.shef.ac.uk/articles/conference_contribution/Link_Prediction_on_Water_Distribution_Networks_using_Graph_Neural_Networks/29920967?backTo=/collections/CCWI_2025_Paper_Repository/7991153
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LSTT: Latent Spatio-Temporal Transformer for Non-rigid Motion Compensation in CBCT
In: International Workshop on Reconstruction and Imaging Motion Estimation 2025
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GB-SVFBP: Gaussian-Based Shift-Variant FBP neural network
18th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine (Fully3D) (Shanghai, China, May 27, 2025 - May 30, 2025)
DOI: 10.48550/arXiv.2607.11584
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Learned Shift-variant CBCT Reconstruction Weights for Non-continuous Trajectories
German Conference on Medical Image Computing, 2025 (Regensburg, DEU, March 9, 2025 - March 11, 2025)
In: Christoph Palm, Katharina Breininger, Thomas Deserno, Heinz Handels, Andreas Maier, Klaus H. Maier-Hein, Thomas M. Tolxdorff (ed.): Informatik aktuell 2025
DOI: 10.1007/978-3-658-47422-5_68
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2024
Journal Articles
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Glaucoma detection using non-perfused areas in OCTA
In: Scientific Reports 14 (2024), Article No.: 10306
ISSN: 2045-2322
DOI: 10.1038/s41598-024-60839-4
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A gradient-based approach to fast and accurate head motion compensation in cone-beam CT
In: IEEE Transactions on Medical Imaging (2024), p. 1-1
ISSN: 0278-0062
DOI: 10.1109/TMI.2024.3474250
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Week-Ahead Water Demand Forecasting Using Convolutional Neural Network on Multi-Channel Wavelet Scalogram †
In: Engineering Proceedings 69 (2024), Article No.: 179
ISSN: 2673-4591
DOI: 10.3390/engproc2024069179
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Ensembling U-Nets for microaneurysm segmentation in optical coherence tomography angiography in patients with diabetic retinopathy
In: Scientific Reports 14 (2024), Article No.: 21520
ISSN: 2045-2322
DOI: 10.1038/s41598-024-72375-2
URL: https://rdcu.be/dT0FK
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Impact of acquisition area on deep-learning-based glaucoma detection in different plexuses in OCTA
In: Scientific Reports 14 (2024), Article No.: 20414
ISSN: 2045-2322
DOI: 10.1038/s41598-024-71235-3
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Topographic Measurement of the Subretinal Pigment Epithelium Space in Normal Aging and Age-Related Macular Degeneration Using High-Resolution OCT
In: Investigative Ophthalmology & Visual Science 65 (2024), Article No.: 18
ISSN: 0146-0404
DOI: 10.1167/iovs.65.10.18
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Data-driven modeling in metrology - A short introduction, current developments and future perspectives
In: Technisches Messen 91 (2024), p. 480-503
ISSN: 0171-8096
DOI: 10.1515/teme-2024-0004
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SmartCT - Development of AI based methods for automation of RoboCT scan procedures
In: e-Journal of Nondestructive Testing 29 (2024)
DOI: 10.58286/29232
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Conference Contributions
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Advancing Heat Demand Forecasting with Attention Mechanisms: Opportunities and Challenges
NeurIPS 2024 The Thirty-Eighth Annual Conference on Neural Information Processing Systems (Vancouver, Canada, December 10, 2024 - December 15, 2024)
In: Advancing Heat Demand Forecasting with Attention Mechanisms: Opportunities and Challenges 2024
URL: https://www.climatechange.ai/papers/neurips2024/26
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Unsupervised Domain Adaptation Using Soft-Labeled Contrastive Learning with Reversed Monte Carlo Method for Cardiac Image Segmentation
27th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2024 (Marrakesh, October 6, 2024 - October 10, 2024)
In: Marius George Linguraru, Qi Dou, Aasa Feragen, Stamatia Giannarou, Ben Glocker, Karim Lekadir, Julia A. Schnabel (ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2024. 27th International Conference, Marrakesh, Morocco, October 6–10, 2024, Proceedings, Part IX, Cham: 2024
DOI: 10.1007/978-3-031-72114-4_65
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Differentiable Score-Based Likelihoods: Learning CT Motion Compensation from Clean Images
Medical Image Computing and Computer Assisted Intervention – MICCAI 2024
In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2024, Cham: 2024
DOI: 10.1007/978-3-031-72104-5_25
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Automated in-silico Phantoms for Atherosclerotic Plaque Classification Models from Spectral CT
2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Tampa, October 26, 2024 - November 2, 2024)
In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) 2024
DOI: 10.1109/NSS/MIC/RTSD57108.2024.10656072
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OrdinalNet: A Deep Learning-based Relative Image Quality Metric for Motion Compensation in CBCT
2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Tampa, FL, October 26, 2024 - November 2, 2024)
In: IEEE (ed.): IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD), New York, USA: 2024
DOI: 10.1109/NSS/MIC/RTSD57108.2024.10656155
URL: https://ieeexplore.ieee.org/document/10656155
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Photon Counting-Based Metrics for Soft Tissue Differentiation in Coronary Plaque Analysis
2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) (Tampa, October 26, 2024 - November 2, 2024)
In: 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD) 2024
DOI: 10.1109/NSS/MIC/RTSD57108.2024.10656858
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Segmentation-Guided Knee Radiograph Generation using Conditional Diffusion Models
The 8th International Conference on Image Formation in X-Ray Computed Tomography (Bamberg, Germany, August 5, 2024 - August 9, 2024)
DOI: 10.48550/arXiv.2404.03541
URL: https://arxiv.org/pdf/2404.03541
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Data-Driven Filter Design in FBP: Transforming CT Reconstruction with Trainable Fourier Series
(2024)
DOI: 10.48550/arXiv.2401.16039
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A 2D Sinogram-Based Approach to Defect Localization in Computed Tomography
(2024)
DOI: 10.48550/arXiv.2401.16104
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Application of Gated Recurrent Units for CT Trajectory Optimization
(2024)
DOI: 10.48550/arXiv.2405.09333
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Integer Optimization of CT Trajectories using a Discrete Data Completeness Formulation
CT Meeting 2024 (Bamberg, August 5, 2024 - August 9, 2024)
DOI: 10.48550/arXiv.2402.10223
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Antitrust Regulation in the Era of Digital Market - A new perspective considering covert channel and artificial intelligence with technical demonstration
TilTing Perspectives 2024 (Tilburg, Netherlands, July 8, 2024 - July 10, 2024)
Open Access: https://www.tilburguniversity.edu/about/schools/law/departments/tilt/events/tilting-perspectives/2024/regulation-and-innovation-digital-markets
URL: https://www.tilburguniversity.edu/about/schools/law/departments/tilt/events/tilting-perspectives/2024/regulation-and-innovation-digital-markets
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Enhancing downstream classification of breast abnormalities in contrast enhanced spectral mammography using a neighborhood representation loss
SPIE Medical Imaging 2024 (San Diego, February 18, 2024 - February 23, 2024)
In: Weijie Chen, Susan M. Astley (ed.): Medical Imaging 2024: Computer-Aided Diagnosis 2024
DOI: 10.1117/12.3004102
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3D Deep Learning-based Boundary Regression of an Age-related Retinal Biomarker in High Resolution OCT
German Conference on Medical Image Computing, BVM 2024 (Erlangen, March 10, 2024 - March 12, 2024)
In: Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2024. BVM 2024, Wiesbaden: 2024
DOI: 10.1007/978-3-658-44037-4_90
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Exploring Epipolar Consistency Conditions for Rigid Motion Compensation in In-vivo X-ray Microscopy
German Conference on Medical Image Computing, BVM 2024 (Erlangen, March 10, 2024 - March 12, 2024)
In: Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2024. BVM 2024, Wiesbaden: 2024
DOI: 10.1007/978-3-658-44037-4_60
URL: https://arxiv.org/abs/2303.00449
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Attention-guided Erasing
Bildverarbeitung für die Medizin 2024 (Erlangen, March 10, 2024 - March 12, 2024)
In: Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2024, Wiesbaden: 2024
DOI: 10.1007/978-3-658-44037-4_8
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Age-Related Variations in the External Limiting Membrane and the Ellipsoid Zone
ARVO annual meeting (Seattle, WA, May 5, 2024 - May 9, 2024)
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2793996
URL: https://iovs.arvojournals.org/article.aspx?articleid=2793996
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A reliable, fully-automatic pipeline for 3D motion correction and volume fusion enables investigation of smaller and lower-contrast OCT features
ARVO annual meeting 2024 (Seattle, WA, May 5, 2024 - May 9, 2024)
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2794904
URL: https://iovs.arvojournals.org/article.aspx?articleid=2794904
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Topographic measurement of the sub-retinal pigment epithelium space in normal aging and age-related macular degeneration using volumetric high-resolution OCT
ARVO imaging in the eye conference (Seattle, WA, May 4, 2024 - May 4, 2024)
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2800456
URL: https://iovs.arvojournals.org/article.aspx?articleid=2800456
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Volumetric High-Resolution Optical Coherence Tomography Reveals Longitudinal Changes in Subretinal Drusenoid Deposits in Intermediate Dry Age-related Macular Degeneration
ARVO annual meeting 2024 (Seattle, WA, May 5, 2024 - May 9, 2024)
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2795385
URL: https://iovs.arvojournals.org/article.aspx?articleid=2795385
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A Week Ahead Water Demand Forecasting using Convolutional Neural Network on Multi-Channel Wavelet Scalogram
WDSA CCWI 2024 - 3rd International Joint Conference on Water Distribution Systems Analysis & Computing and Control for the Water Industry (University of Ferrara, Ferrara, Italy, July 1, 2024 - July 5, 2024)
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Unveiling Consumer Behavior in District Heating Network: A Contrastive Learning Approach to Clustering
SESAAU2024 – Smart Energy Systems Conference (Aalborg, Denmark, September 10, 2024 - September 11, 2024)
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On the influence of smoothness constraints in computed tomography motion compensation
8th International Conference on Image Formation in X-Ray Computed Tomography (CT Meeting) (Bamberg, August 5, 2024 - August 9, 2024)
URL: https://www.ct-meeting.org/?p=program
BibTeX: Download
2023
Journal Articles
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Gradient-based geometry learning for fan-beam CT reconstruction
In: Physics in Medicine and Biology 68 (2023), Article No.: 205004
ISSN: 0031-9155
DOI: 10.1088/1361-6560/acf90e
URL: https://iopscience.iop.org/article/10.1088/1361-6560/acf90e
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Retinal blood flow speed quantification at the capillary level using temporal autocorrelation fitting OCTA [Invited]
In: Biomedical Optics Express 14 (2023), p. 2658-2677
ISSN: 2156-7085
DOI: 10.1364/BOE.488103
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Book Contributions
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Künstliche Intelligenz als Marktteilnehmer – Technische Möglichkeiten
DOI: 10.3790/978-3-428-58789-6
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Light field processing for media applications
In: Immersive Video Technologies, Elsevier, 2023, p. 227--264
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Conference Contributions
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A Spatiotemporal Illumination Model for 3d Image Fusion in Optical Coherence Tomography
IEEE International Symposium on Biomedical Imaging (Cartagena, April 18, 2023 - April 21, 2023)
In: 2023 IEEE 20th International Symposium on Biomedical Imaging 2023
DOI: 10.1109/ISBI53787.2023.10230526
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Metal Inpainting in CBCT Projections Using Score-based Generative Model
IEEE International Symposium on Biomedical Imaging (Cartagena, April 18, 2023 - April 21, 2023)
In: 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI) 2023
DOI: 10.1109/ISBI53787.2023.10230638
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Advanced volume rebuilding overcomes quilting, stretching, and banding image artifacts in orthogonally-scanned OCT
Arvo Annual Meeting 2023 (New Orleans)
In: Investigative Ophthalmology & Visual Science 2023
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2789933
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Impact of acquisition area on deep-learning-based glaucoma detection in OCTA
ARVO annual meeting 2023 (New Orleans)
In: Investigative Ophthalmology & Visual Science 2023
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Learning-based Trajectory Optimization for a Twin Robotic CT System
12th Conference on Industrial Computed Tomography (iCT) 2023 (Fürth, February 27, 2023 - March 2, 2023)
In: NDT.net Issue: 2023-03 2023
DOI: 10.58286/27748
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Abstract: A Spatiotemporal Model for Precise and Efficient Fully-automatic 3D Motion Correction in OCT
Bildverarbeitung für die Medizin Workshop, BVM 2023 (Braunschweig, DEU, July 2, 2023 - July 4, 2023)
In: Thomas M. Deserno, Heinz Handels, Andreas Maier, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Informatik aktuell 2023
DOI: 10.1007/978-3-658-41657-7_57
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Motion correction and volume merging of ultrahigh resolution OCT enable 3D visualization and longitudinal tracking of hyperreflective foci
ARVO imaging in the eye (New Orleans, April 22, 2023 - April 22, 2023)
In: Investigative Ophthalmology & Visual Science 2023
URL: https://iovs.arvojournals.org/article.aspx?articleid=2791149
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Automated 3D Defect Detection based on Simulated Reference
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Optimizing CT Scan Geometries With and Without Gradients
17th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine (Fully3D) (Stony Brook University, New York, July 16, 2023 - July 21, 2023)
Open Access: https://arxiv.org/abs/2302.06251
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Task-based Generation of Optimized Projection Sets using Differentiable Ranking
Fully3D 2023 (Stony Brook State University of New York, July 16, 2023 - July 21, 2023)
In: Fully3D 2023 Proceedings 2023
DOI: 10.48550/arXiv.2303.11724
URL: https://arxiv.org/abs/2303.11724
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Compact Convolutional Transformers on Edge TPUs
Bildverarbeitung für die Medizin Workshop, BVM 2023
DOI: 10.1007/978-3-658-41657-7_32
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2022
Journal Articles
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Trainable joint bilateral filters for enhanced prediction stability in low-dose CT
In: Scientific Reports 12 (2022), Article No.: 17540
ISSN: 2045-2322
DOI: 10.1038/s41598-022-22530-4
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Ultra low‐parameter denoising: Trainable bilateral filter layers in computed tomography
In: Medical Physics 49 (2022), p. 5107-5120
ISSN: 0094-2405
DOI: 10.1002/mp.15718
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Conference Contributions
- , , , , :
Heat Demand Forecasting with Multi-Resolutional Representation of Heterogeneous Temporal Ensemble
NeurIPS 2022 Workshop Tackling Climate Change with Machine Learning (Hybrid, December 9, 2022 - December 9, 2022)
In: NeurIPS 2022 Workshop: Tackling Climate Change with Machine Learning 2022
Open Access: https://www.climatechange.ai/papers/neurips2022/46
URL: https://www.climatechange.ai/papers/neurips2022/46
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A Spatiotemporal Model for Precise and Efficient Fully-Automatic 3D Motion Correction in OCT
25th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2022 (Singapore, SGP, September 18, 2022 - September 22, 2022)
In: Linwei Wang, Qi Dou, P. Thomas Fletcher, Stefanie Speidel, Shuo Li (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2022
DOI: 10.1007/978-3-031-16434-7_50
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Ultrahigh resolution OCT, volume merging, and advanced signal reconstruction improve visualization of the RPE-Bruch's complex
In: Investigative Ophthalmology & Visual Science, Rockville: 2022
URL: https://iovs.arvojournals.org/article.aspx?articleid=2782224
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Unsupervised OCT Denoising using speckle split
ARVO annual meeting 2022 (Denver)
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2022
DOI: 10.1038/s41598-023-37324-5
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Thesis
- :
Point-based Registration of Vascular Structures: Applications for Diagnostic and Interventional Procedures (Thesis, 2022)
URL: https://opus4.kobv.de/opus4-fau/frontdoor/index/index/docId/19706
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Miscellaneous
- , , :
Effectiveness of Smart Meters and AI for Energy Transition – a Use Case for District Heating Networks
(2022)
DOI: 10.13140/RG.2.2.32873.77928
BibTeX: Download
(Working Paper)
2021
Journal Articles
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Glaucoma classification in 3 x 3 mm en face macular scans using deep learning in a different plexus
In: Biomedical Optics Express 12 (2021), p. 7434-7444
ISSN: 2156-7085
DOI: 10.1364/BOE.439991
URL: https://opg.optica.org/boe/fulltext.cfm?uri=boe-12-12-7434&id=464725
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Implications of Experiment Set-Ups for Residential Water End-Use Classification
In: Water 13 (2021), Article No.: 236
ISSN: 2073-4441
DOI: 10.3390/w13020236
URL: https://www.mdpi.com/2073-4441/13/2/236
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Efficient and high accuracy 3-D OCT angiography motion correction in pathology
In: Biomedical Optics Express 12 (2021), p. 125-146
ISSN: 2156-7085
DOI: 10.1364/BOE.411117
URL: https://www.osapublishing.org/boe/fulltext.cfm?uri=boe-12-1-125
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Maximum a posteriori signal recovery for optical coherence tomography angiography image generation and denoising
In: Biomedical Optics Express 12 (2021), p. 55-68
ISSN: 2156-7085
DOI: 10.1364/BOE.408903
URL: https://www.osapublishing.org/boe/fulltext.cfm?uri=boe-12-1-55&id=444277
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OCT-OCTA segmentation: Combining structural and blood flow information to segment bruch's membrane
In: Biomedical Optics Express 12 (2021), p. 84-99
ISSN: 2156-7085
DOI: 10.1364/BOE.398222
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An Automated Deep Learning Method for Tile AO/OTA Pelvic Fracture Severity Grading from Trauma whole-Body CT
In: Journal of Digital Imaging (2021)
ISSN: 0897-1889
DOI: 10.1007/s10278-020-00399-x
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Conference Contributions
- , , :
Prediction of Household-level Heat-Consumption using PSO enhanced SVR Model
Tackling Climate Change with Machine Learning: workshop at NeurIPS 2021 (Online, December 14, 2021 - December 14, 2021)
In: Tackling Climate Change with Machine Learning: workshop at NeurIPS 2021, https://www.climatechange.ai/events/neurips2021.html#accepted-works: 2021
Open Access: https://www.climatechange.ai/papers/neurips2021/42/paper.pdf
URL: https://www.climatechange.ai/events/neurips2021.html#accepted-works
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Applying nnU-Net to the segmentation of microaneurysms in OCTA data in patients with non-proliferative diabetic retinopathy
ARVO Annual Meeting 2021
URL: https://iovs.arvojournals.org/article.aspx?articleid=2773716
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Deep Learning Glaucoma Classification in enface OCTA scans of the human macular region
ARVO Annual Meeting 2021
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2773575
URL: https://iovs.arvojournals.org/article.aspx?articleid=2773575
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Improved OCT motion correction in pathology using advanced eye motion modeling
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2021
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Abstract: Maximum A-posteriori Signal Recovery for OCT Angiography Image Generation
German Workshop on Medical Image Computing, 2021 (Regensburg, March 7, 2021 - March 9, 2021)
In: Christoph Palm, Heinz Handels, Klaus Maier-Hein, Thomas M. Deserno, Andreas Maier, Thomas Tolxdorff (ed.): Informatik aktuell 2021
DOI: 10.1007/978-3-658-33198-6_61
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2020
Journal Articles
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A Framework for Multiscale Quantitation of Relationships Between Choriocapillaris Flow Impairment and Geographic Atrophy Growth
In: American Journal of Ophthalmology (2020)
ISSN: 0002-9394
DOI: 10.1016/j.ajo.2019.12.006
BibTeX: Download
Conference Contributions
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Implications of Experiment Set-Ups for Residential Water End-Use Classification
5th International Electronic Conference on Water Sciences (, November 16, 2020 - November 30, 2020)
DOI: 10.3390/ECWS-5-08225
URL: https://sciforum.net/paper/view/conference/8225
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Ultrahigh-Resolution Optical Coherence Tomography Investigation of Age-Related Changes in the Photoreceptors, Retinal Pigment Epithelium and Bruch's Membrane
Annual Meeting of the Association-for-Research-in-Vision-and-Ophthalmology (ARVO) (Online, May 1, 2020 - May 7, 2020)
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2020
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Fully automatic separation of three capillary plexuses in the macular region
Annual Meeting of the Association-for-Research-in-Vision-and-Ophthalmology (ARVO) (ONLINE, May 1, 2020 - May 7, 2020)
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2020
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Investigating Subtle Structural Changes in Eyes with Age-Related Macular Degeneration: A Pilot Study Using Ultrahigh-Resolution Optical Coherence Tomography
Annual Meeting of the Association-for-Research-in-Vision-and-Ophthalmology (ARVO) (ONLINE, May 1, 2020 - May 7, 2020)
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2020
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2769686
URL: https://iovs.arvojournals.org/article.aspx?articleid=2769686
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3-D tracing of capillaries through three retinal vascular plexuses toward their closest superficial artery and vein in OCT angiography volumes
ARVO annual meeting 2020
In: Investigative Ophthalmology & Visual Science 2020
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2770859
URL: https://iovs.arvojournals.org/article.aspx?articleid=2770859
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Compressed sensing for optical coherence tomography angiography volume generation
International workshop on Algorithmen - Systeme - Anwendungen, 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Thomas Tolxdorff, Thomas M. Deserno, Heinz Handels, Andreas Maier, Klaus H. Maier-Hein, Christoph Palm (ed.): Informatik aktuell 2020
DOI: 10.1007/978-3-658-29267-6_19
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Modularization of deep networks allows cross-modality reuse: lesson learnt
International workshop on Algorithmen - Systeme - Anwendungen, 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Thomas Tolxdorff, Thomas M. Deserno, Heinz Handels, Andreas Maier, Klaus H. Maier-Hein, Christoph Palm (ed.): Informatik aktuell 2020
DOI: 10.1007/978-3-658-29267-6_61
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Open source simulation of fixational eye drift motion in oct scans: Towards better comparability and accuracy in retrospective OCT motion correction
International workshop on Algorithmen - Systeme - Anwendungen, 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Thomas Tolxdorff, Thomas M. Deserno, Heinz Handels, Andreas Maier, Klaus H. Maier-Hein, Christoph Palm (ed.): Informatik aktuell 2020
DOI: 10.1007/978-3-658-29267-6_56
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Analyzing an Imitation Learning Network for Fundus Image Registration Using a Divide-and-Conquer Approach
Bildgebung für die Medizin 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Springer (ed.): Algorithmen – Systeme – Anwendungen. Proceedings des Workshops 2020
DOI: 10.1007/978-3-658-29267-6_67
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An Investigation of Feature-based Nonrigid Image Registration using Gaussian Process
Bildverarbeitung für die Medizin 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Springer (ed.): Algorithmen – Systeme – Anwendungen. Proceedings des Workshops 2020
DOI: 10.1007/978-3-658-29267-6_32
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Imitation learning network for fundus image registration using a divide-and-conquer approach
International workshop on Algorithmen - Systeme - Anwendungen, 2020 (Berlin, March 15, 2020 - March 17, 2020)
In: Thomas Tolxdorff, Thomas M. Deserno, Heinz Handels, Andreas Maier, Klaus H. Maier-Hein, Christoph Palm (ed.): Informatik aktuell 2020
DOI: 10.1007/978-3-658-29267-6_67
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2019
Journal Articles
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Technical Note: PYRO-NN: Python reconstruction operators in neural networks
In: Medical Physics 46 (2019), p. 5110-5115
ISSN: 0094-2405
DOI: 10.1002/mp.13753
URL: https://aapm.onlinelibrary.wiley.com/doi/abs/10.1002/mp.13753
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Enabling machine learning in X-ray-based procedures via realistic simulation of image formation
In: International Journal of Computer Assisted Radiology and Surgery 14 (2019), p. 1517-1528
ISSN: 1861-6410
DOI: 10.1007/s11548-019-02011-2
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Spatial Distribution of Choriocapillaris Impairment in Eyes with Choroidal Neovascularization Secondary to Age-Related Macular Degeneration
In: Retina-The Journal of Retinal and Vitreous Diseases (2019)
ISSN: 0275-004X
DOI: 10.1097/IAE.0000000000002556
URL: https://journals.lww.com/retinajournal/Abstract/publishahead/SPATIAL_DISTRIBUTION_OF_CHORIOCAPILLARIS.96058.aspx
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Registration of vascular structures using a hybrid mixture model
In: International Journal of Computer Assisted Radiology and Surgery (2019), p. 1–10
ISSN: 1861-6410
DOI: 10.1007/s11548-019-02007
URL: https://link.springer.com/article/10.1007/s11548-019-02007-y
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Corrigendum to: Intraoperative imaging modalities and compensation for brain shift in tumor resection surgery (International Journal of Biomedical Imaging (2017) 2017 (6028645) DOI: 10.1155/2017/6028645)
In: International Journal of Biomedical Imaging 2019 (2019), Article No.: 9249016
ISSN: 1687-4188
DOI: 10.1155/2019/9249016
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Learning to detect anatomical landmarks of the pelvis in X-rays from arbitrary views
In: International Journal of Computer Assisted Radiology and Surgery (2019)
ISSN: 1861-6410
DOI: 10.1007/s11548-019-01975-5
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Conference Contributions
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Local topology preservation for vascular centerline matching using a hybrid mixture model
2019 IEEE Nuclear Science Symposium (NSS) and Medical Imaging Conference (MIC) (Manchester, GB, October 26, 2019 - November 2, 2019)
In: IEEE (ed.): Conference Record IEEE 2019 NSSMIC 2019
DOI: 10.1109/nss/mic42101.2019.9059857
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Correction of artifacts from misregistered B-scans in orthogonally scanned and registered OCT angiography
ARVO Annual Meeting 2019 (Vancouver, B.C., Canada, April 28, 2019 - May 2, 2019)
In: Investigative Ophthalmology & Visual Science 2019
URL: https://iovs.arvojournals.org/article.aspx?articleid=2745781&resultClick=1
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Deep learning based hybrid OCT-OCTA segmentation of Bruch's membrane in pathology
Annual Meeting of the Association-for-Research-in-Vision-and-Ophthalmology (ARVO) (Vancouver, April 28, 2019 - May 2, 2019)
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2019
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Relationship between CC Impairment and GA Growth: An Optical Coherence Tomography Angiography Study
Annual Meeting of the Association-for-Research-in-Vision-and-Ophthalmology (ARVO) (Vancouver, April 28, 2019 - May 2, 2019)
In: INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, ROCKVILLE: 2019
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Using Medical Image Reconstruction Methods for Denoising of OCTA Data
ARVO Annual Meeting 2019 (Vancouver, B.C., Canada, April 28, 2019 - May 2, 2019)
In: Investigative Ophthalmology & Visual Science 2019
URL: https://iovs.arvojournals.org/article.aspx?articleid=2746928&resultClick=1
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Pediatric Patient Surface Model Atlas Generation and X-Ray Skin Dose Estimation
Bildverarbeitung für die Medizin (Lübeck, March 17, 2019 - March 19, 2019)
In: BVM 2019
DOI: 10.1007/978-3-658-25326-4_27
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Respiratory Deformation Estimation in X-Ray-Guided IMRT Using a Bilinear Model
Workshop on Bildverarbeitung fur die Medizin, 2019 (Lübeck, DEU, March 17, 2019 - March 19, 2019)
In: Thomas M. Deserno, Andreas Maier, Christoph Palm, Heinz Handels, Klaus H. Maier-Hein, Thomas Tolxdorff (ed.): Informatik aktuell 2019
DOI: 10.1007/978-3-658-25326-4_70
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Automated CT pelvic fracture severity grading with deep learning: association with clinical outcomes
Conference on Machine Intelligence in Medical Imaging (C-MIMI) (Austin, TX)
BibTeX: Download
2018
Journal Articles
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Analyzing relative blood flow speeds in choroidal neovascularization using variable interscan time analysis OCT angiography
In: Ophthalmology Retina 2 (2018), p. 306-319
ISSN: 2468-7219
DOI: 10.1016/j.oret.2017.08.013
URL: https://www.sciencedirect.com/science/article/abs/pii/S2468653017303561?via=ihub
BibTeX: Download
Book Contributions
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Optical Coherence Tomography
In: Andreas MaierStefan SteidlVincent ChristleinJoachim Hornegger (ed.): Medical Imaging Systems, Cham: Springer, 2018, p. 251-261 (Lecture Notes in Computer Science book series (LNCS), Vol.11111)
ISBN: 978-3-319-96520-8
DOI: 10.1007/978-3-319-96520-8_12
URL: https://link.springer.com/chapter/10.1007/978-3-319-96520-8_12
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Conference Contributions
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MR-projection imaging with perspective distortion as in X-ray fluoroscopy for interventional X/MR-hybrid applications
12 th Interventional MRI Symposium Proceedings (12 th Interventional MRI Symposium) (Boston, USA, October 5, 2018 - October 6, 2018)
In: MR-projection imaging with perspective distortion as in X-ray fluoroscopy for interventional X/MR-hybrid applications 2018
URL: http://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Lommen18-MIW.pdf
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A Joint Probabilistic Model for Speckle Variance, Amplitude Decorrelation and Interframe Variance (IFV) Optical Coherence Tomography Angiography
Bildverarbeitung für die Medizin 2018 - Algorithmen - Systeme - Anwendungen (Erlangen, March 11, 2018 - March 13, 2018)
In: Proceedings des Workshops Bildverarbeitung für die Medizin 2018 - Algorithmen - Systeme - Anwendungen 2018
DOI: 10.1007/978-3-662-56537-7_37
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OCT-OCTA Segmentation
Bildverarbeitung für die Medizin 2018 (Erlangen, March 11, 2018 - March 13, 2018)
In: Maier, Andreas Deserno, Thomas Martin Handels, Heinz Maier-Hein, Klaus C., Palm Tolxdorff, Thomas (ed.): Bildverarbeitung für die Medizin 2018, Berlin: 2018
DOI: 10.1007/978-3-662-56537-7_76
URL: https://link.springer.com/chapter/10.1007/978-3-662-56537-7_76
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3-D OCT Motion Correction Efficiently Enhanced with OCT Angiography
ARVO annual meeting 2018
In: Investigative Ophthalmology & Visual Science 2018
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2694583
URL: https://iovs.arvojournals.org/article.aspx?articleid=2694583
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Rapid Robotic X-ray Computed Tomography of Large Assemblies in Automotive Production
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An anthropomorphic deformable phantom for brain shift simulation
IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) (Sydney, Australia)
In: 2018 IEEE Nuclear Science Symposium and Medical Imaging Conference Record (NSS/MIC) 2018
DOI: 10.1109/nssmic.2018.8824435
URL: http://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Bayer18-AA.pdf
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Intraoperative brain shift compensation using a hybrid mixture model
International Conference on Medical Image Computing and Computer-Assisted Intervention (Medical Image Computing and Computer Assisted Intervention – MICCAI 2018) (Granada, Spain, September 16, 2018 - September 20, 2018)
In: Springer, Cham (ed.): MICCAI 2018: Medical Image Computing and Computer Assisted Intervention – MICCAI 2018, pp 116-124, Springer 2018
DOI: 10.1007/978-3-030-00931-1
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Preliminary Study Investigating Brain Shift Compensation using 3D CBCT Cerebral Vascular Images
Bildverarbeitung für die Medizin 2018 (Erlangen, March 11, 2018 - March 13, 2018)
In: Bildverarbeitung für die Medizin 2018 2018
DOI: 10.1007/978-3-662-56537-7_48
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Bayer18-PSI.pdf
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Resolve Intraoperative Brain Shift as Imitation Game
MICCAI Challenge 2018 for Correction of Brainshift with Intra-Operative Ultrasound (CuRIOUS 2018) (Granada conference center)
DOI: 10.1007/978-3-030-01045-4_15
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2018/Zhong18-RIB.pdf
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2017
Journal Articles
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The Definition, Rationale, and Effects of Thresholding in OCT Angiography
In: Ophthalmology Retina 1/2017 (2017), p. 435-447
ISSN: 2468-7219
DOI: 10.1016/j.oret.2017.01.019
URL: https://www.sciencedirect.com/science/article/abs/pii/S2468653017300283
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Polypoidal Choroidal Vasculopathy on Swept-Source Optical Coherence Tomography Angiography with Variable Interscan Time Analysis
In: Translational Vision Science & Technology 6 (2017)
ISSN: 2164-2591
DOI: 10.1167/tvst.6.6.4
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Rebhun17-PCV.pdf
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Intraoperative Imaging Modalities and Compensation for Brain Shift in Tumor Resection Surgery
In: International Journal of Biomedical Imaging 2017 (2017), p. 18
ISSN: 1687-4188
DOI: 10.1155/2017/6028645
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Bayer17-IIM.pdf
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Conference Contributions
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Generation of synthetic Image Data for the Evaluation of Brain Shift Compensation Methods
3rd Conference on Image-Guided Interventions & Fokus Neuroradiologie (Magdeburg, April 6, 2017 - April 7, 2017)
In: 3rd Conference on Image-Guided Interventions & Fokus Neuroradiologie 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Bayer17-GOS.pdf
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SIFT Key-Points for Lung Tumor Detection in PET/CT Images
Medical Image Understanding and Analysis (MIUA) (Edinburgh)
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Nitschke17-SKF-talk.pdf
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Hybrid OCT-OCTA Vessel Visualization for Projection-Free Display of the Intermediate and Deep Retinal Plexuses
ARVO Annual Meeting 2017 (Baltimore, MD, USA, May 7, 2017 - May 11, 2017)
In: Investigative Ophthalmology & Visual Science 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Ploner17-HOV.pdf
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OCT-OCTA Segmentation: a Novel Framework and an Application to Segment Bruch's Membrane in the Presence of Drusen
ARVO Annual Meeting 2017 (Baltimore, MD, USA, May 7, 2017 - May 11, 2017)
In: Investigative Ophthalmology & Visual Science 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Schottenhamml17-OSA.pdf
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Parallel Variable Interscan Time Analysis (VISTA) OCTA and en Face Doppler OCT of Optic Disc and Peripapillary Vasculature
ARVO Annual Meeting 2017 (Baltimore, MD, USA, May 7, 2017 - May 11, 2017)
In: Investigative Ophthalmology & Visual Science 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Lee17-PVI.pdf
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Smoothed and Resolved Thresholding (SmaRT-) Display: A New OCTA Display Technique to Resolve the Low Flow Ambiguity
ARVO Annual Meeting 2017 (Baltimore, MD, USA, May 7, 2017 - May 11, 2017)
In: Investigative Ophthalmology & Visual Science 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Yiu17-SAR.pdf
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Visualizing microvascular flow variation in OCTA using variable interscan time analysis (VISTA)
SPIE BiOS (San Francisco, CA, USA, January 28, 2017 - February 2, 2017)
In: Proc. SPIE 10053, Optical Coherence Tomography and Coherence Domain Optical Methods in Biomedicine XXI 2017
DOI: 10.1117/12.2254845
URL: https://www.spiedigitallibrary.org/conference-proceedings-of-spie/10053/1/Visualizing-microvascular-flow-variation-in-OCTA-using-variable-interscan-time/10.1117/12.2254845.full?SSO=1
BibTeX: Download - , , , , , , , , , , , , , :
Analysis of Polypoidal Choroidal Vasculopathy Using Swept Source Optical Coherence Tomography Angiography with Variable Interscan Time Analysis
ARVO Annual Meeting 2017 (Baltimore, MD, USA)
In: Investigative Ophthalmology & Visual Science, ARVO: 2017
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2017/Moreira-Neto17-AOP.pdf
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Correlation of Vascular Impairment with Geographic Atrophy Progression Analyzed with Swept Source OCT Angiography and Variable Interscan Time Analysis
ARVO annual meeting 2017 (Baltimore)
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Variable Interscan Time Analysis (VISTA-) Optical Coherence Tomography Angiography (OCTA) of Blood Flow Speeds in Eyes with Diabetic Retinopathy
ARVO Annual Meeting 2017 (Baltimore, MD, USA, May 7, 2017 - May 11, 2017)
In: Investigative Ophthalmology & Visual Science, ARVO: 2017
URL: https://iovs.arvojournals.org/article.aspx?articleid=2637998&resultClick=1
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Visualizing Relative Blood Flow Speeds in Choroidal Neovascularization Using Variable Interscan Time Analysis (VISTA-) Optical Coherence Tomography Angiography (OCTA)
ARVO Annual Meeting 2017 (Baltimore, MD, USA, May 7, 2017 - May 11, 2017)
In: Investigative Ophthalmology & Visual Science 2017
Open Access: https://iovs.arvojournals.org/article.aspx?articleid=2637740
URL: https://iovs.arvojournals.org/article.aspx?articleid=2637740
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Differential SART for sub-Nyquist Tomographic Reconstruction in Presence of Misalignments
DOI: 10.23919/EUSIPCO.2017.8081631
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2016
Journal Articles
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An Automatic, Intercapillary Area-based Algorithm for Quantifying Diabetes-related Capillary Dropout Using Optical Coherence Tomography Angiography
In: Retina (Philadelphia, Pa.) 36 (2016), p. S93-S101
ISSN: 1539-2864
DOI: 10.1097/IAE.0000000000001288
URL: https://www.ncbi.nlm.nih.gov/pubmed/28005667
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Swept-source optical coherence tomography angiography reveals choriocapillaris alterations in eyes with nascent geographic atrophy and drusen-associated geographic atrophy
In: Retina-The Journal of Retinal and Vitreous Diseases 36 (2016), p. S2-S11
ISSN: 0275-004X
DOI: 10.1097/IAE.0000000000001287
URL: https://journals.lww.com/retinajournal/Fulltext/2016/12001/SWEPT_SOURCE_OPTICAL_COHERENCE_TOMOGRAPHY.2.aspx
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Toward Quantitative Optical Coherence Tomography Angiography: Visualizing Blood Flow Speeds in Ocular Pathology Using Variable Interscan Time Analysis
In: Retina (Philadelphia, Pa.) 32 (2016), p. S118-S126
ISSN: 1539-2864
DOI: 10.1097/IAE.0000000000001328
BibTeX: Download
Conference Contributions
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An automatic algorithm measuring the retinal intercapillary area to assess diabetic retinopathy
ARVO Annual Meeting 2016 (Seattle, WA, USA, May 1, 2016 - May 5, 2016)
In: Investigative Ophthalmology & Visual Science 2016
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2016/Schottenhamml16-AAA.pdf
BibTeX: Download - , , , , , , , , , :
Toward quantitative OCT angiography: visualizing flow impairment using variable interscan time analysis (VISTA)
ARVO Annual Meeting 2016 (Seattle, WA, USA, May 1, 2016 - May 5, 2016)
In: Investigative Ophthalmology & Visual Science 2016
URL: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2016/Ploner16-TQO.pdf
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2015
Conference Contributions
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2026 – ARVO Foundation Travel Grant (Association for Research in Vision and Ophthalmology)
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2026 – Best Poster Award - Pattern Recognition Symposium 2026 (Pattern Recognition Lab)
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2025 – Exceptional Reviewer for Translational Vision Science & Technology (Editorial Board of Translational Vision Science & Technology (ARVO journal))
More about this award
https://tvst.arvojournals.org/article.aspx?articleid=2810680
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2025 – SynthRAD2025 1st place (Task2) (MICCAI SynthRAD2025 Organizer)
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2023 – Scholarship - Max Weber-Programm (Elitenetzwerk Bayern)
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2021 – ARVO International Travel Grant (Association for Research in Vision and Ophthalmology)
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2021 – Editor's Pick in Biomedical Optics Express (Editorial Board of Biomedical Optics Express (Optica journal))
More about this award
https://opg.optica.org/boe/fulltext.cfm?uri=boe-12-1-125
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2020 – Exceptional Reviewer for Investigative Ophthalmology & Visual Science (Editorial Board of Investigative Ophthalmology & Visual Science (ARVO journal))
More about this award
https://cris.fau.de/converis/mypages/browse/Award/366419041
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2020 – Semikron Student Award (Semikron Danfoss Elektronik GmbH & Co. KG)
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2020 – Best Paper Award of 5th International Conference on Water Sciences
More about this award
Best Paper Award of 5th International Conference on Water Sciences for the paper entitled with" Implications of Experiment Set-Ups for Residential Water End-Use Classification"
experiment set-ups for residential water end-use classification"
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2018 – Scholarship - Konrad-Adenauer-Stiftung (Konrad-Adenauer-Stiftung e.V.)
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2017 – 1st place on BR41N.IO Brain-computer Interface Hackathon (g.tec medical engineering)
More about this award
1st place winner of BR41N.IO Brain-computer Interface Hackathon in Linz, Austria
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2016 – Full stipend for visiting researcher at Beijing University (Chinese Scholarship Council)
More about this award
Full stipend for visiting researcher granted by Chinese Scholarship Council for research stay in China
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2015 – 3rd Winner of Healthcare Innovation Camp 2015 (Medical Valley EMN)
More about this award
3rd place on Healthcare Innovation Camp, hosted by Medical Valley EMN, Erlangen, Germany
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