Medical Image Analysis with Normative Machine Learning

Project Information

MIA-NORMAL

Grant agreement ID: 101083647

DOI

10.3030/101083647

EC signature date 24 April 2023

Start date 1 September 2023

End date 31 August 2028

Funded under

• European Research Council (ERC)

Total cost

€ 1 997 841,00

EU contribution

€ 1 997 841,00

Coordinated by

FRIEDRICH-ALEXANDER-UNIVERSITAET ERLANGEN-NUERNBERG
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (28)

Image-Conditioned Diffusion Models for Medical Anomaly Detection

Author(s): Baugh, Matthew; Reynaud, Hadrien; Marimont, Sergio Naval; Cechnicka, Sarah; Müller, Johanna P.; Tarroni, Giacomo; Kainz, Bernhard
Published in: 2024
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-73158-7_11

Robust Segmentation via Topology Violation Detection and Feature Synthesis

Author(s): Li, Liu; Ma, Qiang; Ouyang, Cheng; Li, Zeju; Meng, Qingjie; Zhang, Weitong; Qiao, Mengyun; Kyriakopoulou, Vanessa; Hajnal, Joseph V.; Rueckert, Daniel; Kainz, Bernhard
Published in: 2023
Publisher: Springer, Cham.
DOI: 10.1007/978-3-031-43901-8_7

EchoNet-Synthetic: Privacy-Preserving Video Generation for Safe Medical Data Sharing

Author(s): Hadrien Reynaud, Qingjie Meng, Mischa Dombrowski, Arijit Ghosh, Thomas Day, Alberto Gomez, Paul Leeson, Bernhard Kainz
Published in: Lecture Notes in Computer Science, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024, 2024
Publisher: Springer Nature Switzerland
DOI: 10.48550/ARXIV.2406.00808

DISYRE: Diffusion-Inspired Synthetic Restoration for Unsupervised Anomaly Detection

Author(s): Marimont, Sergio Naval; Baugh, Matthew; Siomos, Vasilis; Tzelepis, Christos; Kainz, Bernhard; Tarroni, Giacomo
Published in: 2024 IEEE International Symposium on Biomedical Imaging (ISBI), 2024
Publisher: IEEE
DOI: 10.48550/ARXIV.2311.15453

Feature-Conditioned Cascaded Video Diffusion Models for Precise Echocardiogram Synthesis

Author(s): Reynaud, Hadrien; Qiao, Mengyun; Dombrowski, Mischa; Day, Thomas; Razavi, Reza; Gomez, Alberto; Leeson, Paul; Kainz, Bernhard
Published in: Lecture Notes in Computer Science ((LNCS,volume 14229)), 2023
Publisher: Spinger, Cham.
DOI: 10.48550/ARXIV.2303.12644

Learnable Slice-to-volume Reconstruction for Motion Compensation in Fetal Magnetic Resonance Imaging

Author(s): Jehn, Constantin; Müller, Johanna P.; Kainz, Bernhard
Published in: 2023
Publisher: Springer Vieweg, Wiesbaden
DOI: 10.1007/978-3-658-41657-7_10

Keynote: Beyond Supervised Learning

Author(s): Kainz, Bernhard
Published in: 2023
Publisher: Springer Vieweg, Wiesbaden
DOI: 10.1007/978-3-658-41657-7_1

Whole Slide Multiple Instance Learning for Predicting Axillary Lymph Node Metastasis

Author(s): Shkëmbi, Glejdis; Müller, Johanna P.; Li, Zhe; Breininger, Katharina; Schüffler, Peter; Kainz, Bernhard
Published in: 2023
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-44992-5_2

Data-Efficient Generation for Dataset Distillation

Author(s): Zhe Li, Weitong Zhang, Sarah Cechnicka, Bernhard Kainz
Published in: Lecture Notes in Computer Science, Computer Vision – ECCV 2024 Workshops, 2025
Publisher: Springer Nature Switzerland
DOI: 10.48550/ARXIV.2409.03929

Conditional Temporal Attention Networks for Neonatal Cortical Surface Reconstruction

Author(s): Ma, Qiang; Li, Liu; Kyriakopoulou, Vanessa; Hajnal, Joseph V.; Robinson, Emma C.; Kainz, Bernhard; Rueckert, Daniel
Published in: Lecture Notes in Computer Science ((LNCS,volume 14223)), 2023
Publisher: Springer, Cham
DOI: 10.48550/ARXIV.2307.11870

Stability and generalizability in sde diffusion models with measure-preserving dynamics

Author(s): Zhang, Weitong; Zang, Chengqi; Li, Liu; Cechnicka, Sarah; Ouyang, Cheng; Kainz, Bernhard
Published in: 2025
Publisher: ACM
DOI: 10.48550/ARXIV.2406.13652

Style-Extracting Diffusion Models for Semi-supervised Histopathology Segmentation

Author(s): Öttl, Mathias; Wilm, Frauke; Steenpass, Jana; Qiu, Jingna; Rübner, Matthias; Hartmann, Arndt; Beckmann, Matthias; Fasching, Peter; Maier, Andreas; Erber, Ramona; Kainz, Bernhard; Breininger, Katharina
Published in: 2024
Publisher: Springer, Cham
DOI: 10.48550/ARXIV.2403.14429

MoCoSR: Respiratory Motion Correction and Super-Resolution for 3D Abdominal MRI

Author(s): Zhang, Weitong; Basaran, Berke; Meng, Qingjie; Baugh, Matthew; Stelter, Jonathan; Lung, Phillip; Patel, Uday; Bai, Wenjia; Karampinos, Dimitrios; Kainz, Bernhard
Published in: 2023
Publisher: Springer, Cham.
DOI: 10.1007/978-3-031-43999-5_12

Many Tasks Make Light Work: Learning to Localise Medical Anomalies from Multiple Synthetic Tasks

Author(s): Baugh, Matthew; Tan, Jeremy; Müller, Johanna P.; Dombrowski, Mischa; Batten, James; Kainz, Bernhard
Published in: 2023
Publisher: Springer, Cham
DOI: 10.48550/ARXIV.2307.00899

Confidence-Aware and Self-supervised Image Anomaly Localisation

Author(s): Johanna P. Müller; Matthew Baugh; Jeremy Tan; Mischa Dombrowski; Bernhard Kainz
Published in: Lecture Notes in Computer Science ISBN: 9783031443350, 2023
Publisher: Springer, Cham
DOI: 10.48550/ARXIV.2303.13227

Unsupervised Single-source Domain Generalization for Robust Quantification of Lymphatic Perfusion

Author(s): Fischer, Lisa K.; Müller, Johanna P.; Schröder, Christian; Hanser, Anja; Cuomo, Michela; Day, Thomas; Ouyang, Cheng; Dewald, Oliver; Rompel, Oliver; Dittrich, Sven; Küstner, Thomas; Kainz, Bernhard
Published in: 2025
Publisher: Springer Vieweg, Wiesbaden
DOI: 10.1007/978-3-658-47422-5_40

Weakly Supervised Learning of Cortical Surface Reconstruction from Segmentations

Author(s): Ma, Qiang; Li, Liu; Robinson, Emma C.; Kainz, Bernhard; Rueckert, Daniel
Published in: 2024
Publisher: Springer, Cham
DOI: 10.48550/ARXIV.2406.12650

Realistic Data Enrichment for Robust Image Segmentation in Histopathology

Author(s): Cechnicka, Sarah; Ball, James; Reynaud, Hadrien; Arthurs, Callum; Roufosse, Candice; Kainz, Bernhard
Published in: 2023
Publisher: Springer, Cham.
DOI: 10.48550/ARXIV.2304.09534

URCDM: Ultra-Resolution Image Synthesis in Histopathology

Author(s): Cechnicka, Sarah; Ball, James; Baugh, Matthew; Reynaud, Hadrien; Simmonds, Naomi; Smith, Andrew P. T.; Horsfield, Catherine; Roufosse, Candice; Kainz, Bernhard
Published in: 2024
Publisher: Springer, Cham.
DOI: 10.48550/ARXIV.2407.13277

Resource-Efficient Medical Image Analysis with Self-adapting Forward-Forward Networks

Author(s): Müller, Johanna P.; Kainz, Bernhard
Published in: Lecture Notes in Computer Science ((LNCS,volume 15242)), 2024
Publisher: Springer, Cham
DOI: 10.48550/ARXIV.2406.14038

Arc2Face: A Foundation Model for ID-Consistent Human Faces

Author(s): Papantoniou, Foivos Paraperas; Lattas, Alexandros; Moschoglou, Stylianos; Deng, Jiankang; Kainz, Bernhard; Zafeiriou, Stefanos
Published in: 18th European Conference, Milan, Italy, September 29–October 4, 2024, Proceedings, Part XXXVII, 2024
Publisher: Springer Cham.
DOI: 10.48550/ARXIV.2403.11641

Foreground-Background Separation through Concept Distillation from Generative Image Foundation Models

Author(s): Dombrowski, Mischa; Reynaud, Hadrien; Baugh, Matthew; Kainz, Bernhard
Published in: 2023 IEEE/CVF International Conference on Computer Vision (ICCV), 2023
Publisher: IEEE
DOI: 10.48550/ARXIV.2212.14306

Trade-Offs in Fine-Tuned Diffusion Models between Accuracy and Interpretability

Author(s): Dombrowski, Mischa; Reynaud, Hadrien; Müller, Johanna P.; Baugh, Matthew; Kainz, Bernhard
Published in: 2024
Publisher: PKP|PS
DOI: 10.48550/ARXIV.2303.17908

Unsupervised Similarity Learning for Image Registration with Energy-Based Models

Author(s): Grzech, Daniel; Folgoc, Loïc Le; Azampour, Mohammad Farid; Vlontzos, Athanasios; Glocker, Ben; Navab, Nassir; Schnabel, Julia; Kainz, Bernhard
Published in: 2024
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-73480-9_18

Image Distillation for Safe Data Sharing in Histopathology

Author(s): Li, Zhe; Kainz, Bernhard
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2024, 2024, ISBN 978-3-031-72116-8
Publisher: Springer, Cham
DOI: 10.48550/ARXIV.2406.13536

Ensembled Cold-Diffusion Restorations for Unsupervised Anomaly Detection

Author(s): Sergio Naval Marimont, Vasilis Siomos, Matthew Baugh, Christos Tzelepis, Bernhard Kainz, Giacomo Tarroni
Published in: Lecture Notes in Computer Science, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024, 2024
Publisher: Springer Nature Switzerland
DOI: 10.48550/ARXIV.2407.06635

Image Generation Diversity Issues and How to Tame Them

Author(s): Dombrowski, Mischa; Zhang, Weitong; Cechnicka, Sarah; Reynaud, Hadrien; Kainz, Bernhard
Published in: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025
Publisher: IEEE
DOI: 10.48550/ARXIV.2411.16171

Uncertainty-Aware Vision Transformers for Medical Image Analysis

Author(s): Erick, Franciskus Xaverius; Rezaei, Mina; Müller, Johanna Paula; Kainz, Bernhard
Published in: 2024
Publisher: Springer, Cham.
DOI: 10.1007/978-3-031-73158-7_16

Peer reviewed articles (7)

Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases

Author(s): Sophie Starck, Vasiliki Sideri-Lampretsa, Bernhard Kainz, Martin J. Menten, Tamara T. Mueller, Daniel Rueckert
Published in: IEEE Transactions on Medical Imaging, 2025, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.48550/ARXIV.2403.16776

Topology Optimization in Medical Image Segmentation with Fast χ Euler Characteristic

Author(s): Liu Li, Qiang Ma, Cheng Oyang, Johannes C. Paetzold, Daniel Rueckert, Bernhard Kainz
Published in: IEEE Transactions on Medical Imaging, 2025, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.48550/ARXIV.2507.23763

AI to Assist in the Fetal Anomaly Ultrasound Scan: A Randomized Controlled Trial

Author(s): Thomas G. Day, Jacqueline Matthew, Samuel F. Budd, Alfonso Farruggia, Lorenzo Venturini, Robert Wright, Babak Jamshidi, Meekai To, Huazen Ling, Jonathon Lai, Min Yi Tan, Matthew Brown, Gavin Guy, Davide Casagrandi, Anastasija Arechvo, Argyro Syngelaki, David Lloyd, Vita Zidere, Trisha Vigneswaran, Owen Miller, Ranjit Akolekar, Surabhi Nanda, Kypros Nicolaides, Bernhard Kainz, John M. Simpson, Jo V. Hajnal, Reza Razavi
Published in: NEJM AI, Issue 2, 2025, ISSN 2836-9386
Publisher: Massachusetts Medical Society
DOI: 10.1101/2024.05.23.24307329

Scientific Reports

Author(s): Zarzor, Mohammad Saeed; Ma, Qiang; Almurey, Median; Kainz, Bernhard; Budday, Silvia
Published in: Nature Scientific Reports, Issue 26103, 2024, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/S41598-024-75952-7

The Developing Human Connectome Project: A fast deep learning-based pipeline for neonatal cortical surface reconstruction

Author(s): Qiang Ma, Kaili Liang, Liu Li, Saga Masui, Yourong Guo, Chiara Nosarti, Emma C. Robinson, Bernhard Kainz, Daniel Rueckert
Published in: Medical Image Analysis, Issue 100, 2024, ISSN 1361-8415
Publisher: Elsevier BV
DOI: 10.48550/ARXIV.2405.08783

Exploring the role of different cell types on cortical folding in the developing human brain through computational modeling

Author(s): Mohammad Saeed Zarzor, Qiang Ma, Median Almurey, Bernhard Kainz, Silvia Budday
Published in: Scientific Reports, Issue 14, 2024, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-024-75952-7

Medical Image Analysis

Author(s): Ma, Qiang; Liang, Kaili; Li, Liu; Masui, Saga; Guo, Yourong; Nosarti, Chiara; Robinson, Emma C.; Kainz, Bernhard; Rueckert, Daniel
Published in: Medical Image Analysis, 2025, ISSN 1361-8415
Publisher: Elsevier
DOI: 10.48550/ARXIV.2405.08783

Book chapters (1)

Causal reasoning in medical imaging

Author(s): Athanasios Vlontzos, Christine Müller, Bernhard Kainz
Published in: Trustworthy AI in Medical Imaging, 2025
Publisher: Elsevier
DOI: 10.1016/B978-0-44-323761-4.00029-8