Daniel Rückert

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Daniel Rückert

Dr.

 https://orcid.org/0000-0002-5683-5889
1994 …2025

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  • 2025

    Classification, Regression and Segmentation Directly from K-Space in Cardiac MRI

    Li, R., Pan, J., Zhu, Y., Ni, J. & Rueckert, D., 2025, Machine Learning in Medical Imaging - 15th International Workshop, MLMI 2024, Held in Conjunction with MICCAI 2024, Proceedings. Xu, X., Cui, Z., Sun, K., Rekik, I. & Ouyang, X. (eds.). Springer Science and Business Media Deutschland GmbH, p. 31-41 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15241 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Fair and Private CT Contrast Agent Detection

    Kaess, P., Ziller, A., Mantz, L., Rueckert, D., Fintelmann, F. J. & Kaissis, G., 2025, Ethics and Fairness in Medical Imaging - 2nd International Workshop on Fairness of AI in Medical Imaging, FAIMI 2024, and 3rd International Workshop on Ethical and Philosophical Issues in Medical Imaging, EPIMI 2024, Held in Conjunction with MICCAI 2024, Proceedings. Puyol-Antón, E., King, A. P., Zamzmi, G., Feragen, A., Petersen, E., Cheplygina, V., Ganz-Benjaminsen, M., Ferrante, E., Glocker, B., Rekik, I., Baxter, J. S. H. & Eagleson, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 34-45 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15198 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2024

    A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression

    Bintsi, K. M., Mueller, T. T., Starck, S., Baltatzis, V., Hammers, A. & Rueckert, D., 2024, Graphs in Biomedical Image Analysis, and Overlapped Cell on Tissue Dataset for Histopathology - 5th MICCAI Workshop, GRAIL 2023 and 1st MICCAI Challenge, OCELOT 2023, Held in Conjunction with MICCAI 2023, Proceedings. Ahmadi, S.-A. & Pereira, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 64-73 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14373 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • CINA: Conditional Implicit Neural Atlas for Spatio-Temporal Representation of Fetal Brains

    Dannecker, M., Kyriakopoulou, V., Cordero-Grande, L., Price, A. N., Hajnal, J. V. & Rueckert, D., 2024, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024, 27th International Conference Proceedings. Linguraru, M. G., Dou, Q., Feragen, A., Giannarou, S., Glocker, B., Lekadir, K. & Schnabel, J. A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 181-191 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15009 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • DCSM 2.0: Deep Conditional Shape Models for Data Efficient Segmentation

    Jacob, A. J., Sharma, P. & Rueckert, D., 2024, IEEE International Symposium on Biomedical Imaging, ISBI 2024 - Conference Proceedings. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Differentially Private Graph Neural Networks for Medical Population Graphs and The Impact of The Graph Structure

    Mueller, T. T., Chevli, M., Daigavane, A., Rueckert, D. & Kaissis, G., 2024, IEEE International Symposium on Biomedical Imaging, ISBI 2024 - Conference Proceedings. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Direct Cardiac Segmentation from Undersampled K-Space using Transformers

    Zhang, Y., Stolt-Anso, N., Pan, J., Huang, W., Hammernik, K. & Rueckert, D., 2024, IEEE International Symposium on Biomedical Imaging, ISBI 2024 - Conference Proceedings. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Estimating Neural Orientation Distribution Fields on High Resolution Diffusion MRI Scans

    Dwedari, M. M., Consagra, W., Müller, P., Turgut, Ö., Rueckert, D. & Rathi, Y., 2024, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 - 27th International Conference, Proceedings. Linguraru, M. G., Dou, Q., Feragen, A., Giannarou, S., Glocker, B., Lekadir, K. & Schnabel, J. A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 307-317 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15007 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Extended Graph Assessment Metrics for Regression and Weighted Graphs

    Mueller, T. T., Starck, S., Feiner, L. F., Bintsi, K. M., Rueckert, D. & Kaissis, G., 2024, Graphs in Biomedical Image Analysis, and Overlapped Cell on Tissue Dataset for Histopathology - 5th MICCAI Workshop, GRAIL 2023 and 1st MICCAI Challenge, OCELOT 2023, Held in Conjunction with MICCAI 2023, Proceedings. Ahmadi, S.-A. & Pereira, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 14-26 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14373 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Forecasting Disease Progression with Parallel Hyperplanes in Longitudinal Retinal OCT

    Chakravarty, A., Emre, T., Lachinov, D., Rivail, A., Scholl, H., Fritsche, L., Sivaprasad, S., Rueckert, D., Lotery, A., Schmidt-Erfurth, U. & Bogunović, H., 2024, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 - 27th International Conference, Proceedings. Linguraru, M. G., Dou, Q., Feragen, A., Giannarou, S., Glocker, B., Lekadir, K. & Schnabel, J. A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 273-283 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15005 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • General Vision Encoder Features as Guidance in Medical Image Registration

    Kögl, F., Reithmeir, A., Sideri-Lampretsa, V., Machado, I., Braren, R., Rueckert, D., Schnabel, J. A. & Zimmer, V. A., 2024, Biomedical Image Registration - 11th International Workshop, WBIR 2024, Held in Conjunction with MICCAI 2024, Proceedings. Modat, M., Špiclin, Ž., Hering, A., Simpson, I., Bastiaansen, W. & Mok, T. C. W. (eds.). Springer Science and Business Media Deutschland GmbH, p. 265-279 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15249 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Incentivising the federation: gradient-based metrics for data selection and valuation in private decentralised training

    Usynin, D., Rueckert, D. & Kaissis, G., 5 Jun 2024, Proceedings of the 2024 European Interdisciplinary Cybersecurity Conference, EICC 2024. Coopamootoo, K. & Sirivianos, M. (eds.). Association for Computing Machinery, p. 179-185 7 p. (ACM International Conference Proceeding Series).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Intensity-Based 3D Motion Correction for Cardiac MR Images

    Stolt-Anso, N., Sideri-Lampretsa, V., Dannecker, M. & Rueckert, D., 2024, IEEE International Symposium on Biomedical Imaging, ISBI 2024 - Conference Proceedings. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Link Prediction for Flow-Driven Spatial Networks

    Wittmann, B., Paetzold, J. C., Prabhakar, C., Rueckert, D. & Menze, B., 2024, Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024. Institute of Electrical and Electronics Engineers Inc., p. 2460-2469 10 p. (Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    3 Scopus citations

  • Mamba? Catch The Hype Or Rethink What Really Helps for Image Registration

    Jian, B., Pan, J., Ghahremani, M., Rueckert, D., Wachinger, C. & Wiestler, B., 2024, Biomedical Image Registration - 11th International Workshop, WBIR 2024, Held in Conjunction with MICCAI 2024, Proceedings. Modat, M., Špiclin, Ž., Hering, A., Simpson, I., Bastiaansen, W. & Mok, T. C. W. (eds.). Springer Science and Business Media Deutschland GmbH, p. 86-97 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15249 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Metrics to Quantify Global Consistency in Synthetic Medical Images

    Scholz, D., Wiestler, B., Rueckert, D. & Menten, M. J., 2024, Deep Generative Models - Third MICCAI Workshop, DGM4MICCAI 2023, Held in Conjunction with MICCAI 2023, Proceedings. Mukhopadhyay, A., Oksuz, I., Engelhardt, S., Zhu, D. & Yuan, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 25-34 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14533 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Scopus citations

  • More is Not Always Better: Exploring Early Repair of DNNs

    Mancu, A., Laurent, T., Rieger, F., Arcaini, P., Ishikawa, F. & Rueckert, D., 20 Apr 2024, Proceedings - 2024 IEEE/ACM International Workshop on Deep Learning for Testing and Testing for Deep Learning, DeepTest 2024. Association for Computing Machinery, Inc, p. 13-16 4 p. (Proceedings - 2024 IEEE/ACM International Workshop on Deep Learning for Testing and Testing for Deep Learning, DeepTest 2024).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Scopus citations

  • Neural Implicit Functions for 3D Shape Reconstruction from Standard Cardiovascular Magnetic Resonance Views

    Muffoletto, M., Xu, H., Xu, Y., Williams, S. E., Williams, M. C., Kunze, K. P., Neji, R., Niederer, S. A., Rueckert, D. & Young, A. A., 2024, Statistical Atlases and Computational Models of the Heart. Regular and CMRxRecon Challenge Papers - 14th International Workshop, STACOM 2023, Held in Conjunction with MICCAI 2023, Revised Selected Papers. Camara, O., Puyol-Antón, E., Suinesiaputra, A., Young, A., Sermesant, M., Tao, Q. & Wang, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 130-139 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14507 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Neural Implicit k-space with Trainable Periodic Activation Functions for Cardiac MR Imaging

    Haft, P. T., Huang, W., Cruz, G., Rueckert, D., Zimmer, V. A. & Hammernik, K., 2024, Bildverarbeitung für die Medizin 2024 - Proceedings, German Conference on Medical Image Computing, 2024. Maier, A., Deserno, T. M., Handels, H., Maier-Hein, K., Palm, C. & Tolxdorff, T. (eds.). Springer Science and Business Media Deutschland GmbH, p. 82-87 6 p. (Informatik aktuell).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Self-supervised k-Space Regularization for Motion-Resolved Abdominal MRI Using Neural Implicit k-Space Representations

    Spieker, V., Eichhorn, H., Stelter, J. K., Huang, W., Braren, R. F., Rueckert, D., Sahli Costabal, F., Hammernik, K., Prieto, C., Karampinos, D. C. & Schnabel, J. A., 2024, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 - 27th International Conference, Proceedings. Linguraru, M. G., Dou, Q., Feragen, A., Giannarou, S., Glocker, B., Lekadir, K. & Schnabel, J. A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 614-624 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15007 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Smoke Classification in Laparoscopic Cholecystectomy Videos Incorporating Spatio-temporal Information

    Rueckert, T., Rieder, M., Feussner, H., Wilhelm, D., Rueckert, D. & Palm, C., 2024, Bildverarbeitung für die Medizin 2024 - Proceedings, German Conference on Medical Image Computing, 2024. Maier, A., Deserno, T. M., Handels, H., Maier-Hein, K., Palm, C. & Tolxdorff, T. (eds.). Springer Science and Business Media Deutschland GmbH, p. 298-303 6 p. (Informatik aktuell).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • T1/T2 Relaxation Temporal Modelling from Accelerated Acquisitions Using a Latent Transformer

    Tänzer, M., Wang, F., Qiao, M., Bai, W., Rueckert, D., Yang, G. & Nielles-Vallespin, S., 2024, Statistical Atlases and Computational Models of the Heart. Regular and CMRxRecon Challenge Papers - 14th International Workshop, STACOM 2023, Held in Conjunction with MICCAI 2023, Revised Selected Papers. Camara, O., Puyol-Antón, E., Suinesiaputra, A., Young, A., Sermesant, M., Tao, Q. & Wang, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 293-302 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14507 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Topologically Faithful Multi-class Segmentation in Medical Images

    Berger, A. H., Lux, L., Stucki, N., Bürgin, V., Shit, S., Banaszak, A., Rueckert, D., Bauer, U. & Paetzold, J. C., 2024, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 - 27th International Conference, Proceedings. Linguraru, M. G., Dou, Q., Feragen, A., Giannarou, S., Glocker, B., Lekadir, K. & Schnabel, J. A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 721-731 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15008 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Towards Generalised Neural Implicit Representations for Image Registration

    Zimmer, V. A., Hammernik, K., Sideri-Lampretsa, V., Huang, W., Reithmeir, A., Rueckert, D. & Schnabel, J. A., 2024, Deep Generative Models - Third MICCAI Workshop, DGM4MICCAI 2023, Held in Conjunction with MICCAI 2023, Proceedings. Mukhopadhyay, A., Oksuz, I., Engelhardt, S., Zhu, D. & Yuan, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 45-55 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14533 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis

    Li, L., Wang, H., Baugh, M., Ma, Q., Zhang, W., Ouyang, C., Rueckert, D. & Kainz, B., 2024, Medical Image Computing and Computer Assisted Intervention – MICCAI 2024, 27th International Conference Proceedings. Linguraru, M. G., Dou, Q., Feragen, A., Giannarou, S., Glocker, B., Lekadir, K. & Schnabel, J. A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 670-680 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15009 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2023

    3D Arterial Segmentation via Single 2D Projections and Depth Supervision in Contrast-Enhanced CT Images

    Dima, A. F., Zimmer, V. A., Menten, M. J., Li, H. B., Graf, M., Lemke, T., Raffler, P., Graf, R., Kirschke, J. S., Braren, R. & Rueckert, D., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 141-151 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14220 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    1 Scopus citations

  • Anatomy-Driven Pathology Detection on Chest X-rays

    Müller, P., Meissen, F., Brandt, J., Kaissis, G. & Rueckert, D., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 57-66 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14220 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    2 Scopus citations

  • Approaching Peak Ground Truth

    Kofler, F., Wahle, J., Ezhov, I., Wagner, S. J., Al-Maskari, R., Gryska, E., Todorov, M., Bukas, C., Meissen, F., Peng, T., Erturk, A., Rueckert, D., Heckemann, R., Kirschke, J., Zimmer, C., Wiestler, B., Menze, B. & Piraud, M., 2023, 2023 IEEE International Symposium on Biomedical Imaging, ISBI 2023. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging; vol. 2023-April).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    2 Scopus citations

  • A skeletonization algorithm for gradient-based optimization

    Menten, M. J., Paetzold, J. C., Zimmer, V. A., Shit, S., Ezhov, I., Holland, R., Probst, M., Schnabel, J. A. & Rueckert, D., 2023, Proceedings - 2023 IEEE/CVF International Conference on Computer Vision, ICCV 2023. Institute of Electrical and Electronics Engineers Inc., p. 21337-21346 10 p. (Proceedings of the IEEE International Conference on Computer Vision).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    6 Scopus citations

  • Automated Analysis of Diabetic Retinopathy Using Vessel Segmentation Maps as Inductive Bias

    Kreitner, L., Ezhov, I., Rueckert, D., Paetzold, J. C. & Menten, M. J., 2023, Mitosis Domain Generalization and Diabetic Retinopathy Analysis - MICCAI Challenges MIDOG 2022 and DRAC 2022, Held in Conjunction with MICCAI 2022, Proceedings. Sheng, B. & Aubreville, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 16-25 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13597 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    1 Scopus citations

  • Bias in Unsupervised Anomaly Detection in Brain MRI

    Bercea, C. I., Puyol-Antón, E., Wiestler, B., Rueckert, D., Schnabel, J. A. & King, A. P., 2023, Clinical Image-Based Procedures, Fairness of AI in Medical Imaging, and Ethical and Philosophical Issues in Medical Imaging - 12th International Workshop, CLIP 2023 1st International Workshop, FAIMI 2023 and 2nd International Workshop, EPIMI 2023, Proceedings. Wesarg, S., Oyarzun Laura, C., Puyol Antón, E., King, A. P., Baxter, J. S. H., Erdt, M., Drechsler, K., Freiman, M., Chen, Y., Rekik, I., Eagleson, R., Feragen, A., Cheplygina, V., Ganz-Benjaminsen, M., Ferrante, E., Glocker, B., Moyer, D. & Petersen, E. (eds.). Springer Science and Business Media Deutschland GmbH, p. 122-131 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14242 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Scopus citations

  • Body Fat Estimation from Surface Meshes Using Graph Neural Networks

    Mueller, T. T., Zhou, S., Starck, S., Jungmann, F., Ziller, A., Aksoy, O., Movchan, D., Braren, R., Kaissis, G. & Rueckert, D., 2023, Shape in Medical Imaging - International Workshop, ShapeMI 2023, Held in Conjunction with MICCAI 2023, Proceedings. Wachinger, C., Paniagua, B., Elhabian, S., Li, J. & Egger, J. (eds.). Springer Science and Business Media Deutschland GmbH, p. 105-117 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14350 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Clustering Disease Trajectories in Contrastive Feature Space for Biomarker Proposal in Age-Related Macular Degeneration

    Holland, R., Leingang, O., Holmes, C., Anders, P., Kaye, R., Riedl, S., Paetzold, J. C., Ezhov, I., Bogunović, H., Schmidt-Erfurth, U., Scholl, H. P. N., Sivaprasad, S., Lotery, A. J., Rueckert, D. & Menten, M. J., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 724-734 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14226 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Scopus citations

  • Conditional Temporal Attention Networks for Neonatal Cortical Surface Reconstruction

    Ma, Q., Li, L., Kyriakopoulou, V., Hajnal, J. V., Robinson, E. C., Kainz, B. & Rueckert, D., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 312-322 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14223 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    3 Scopus citations

  • Dynamic Graph Neural Representation Based Multi-modal Fusion Model for Cognitive Outcome Prediction in Stroke Cases

    Liu, S., Zhang, B., Fang, R., Rueckert, D. & Zimmer, V. A., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 338-347 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14227 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Equivariant Differentially Private Deep Learning: Why DP-SGD Needs Sparser Models

    Hölzl, F. A., Rueckert, D. & Kaissis, G., 30 Nov 2023, AISec 2023 - Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security. Association for Computing Machinery, Inc, p. 11-22 12 p. (AISec 2023 - Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    1 Scopus citations

  • Exploiting Segmentation Labels and Representation Learning to Forecast Therapy Response of PDAC Patients

    Ziller, A., Erdur, A. C., Jungmann, F., Rueckert, D., Braren, R. & Kaissis, G., 2023, 2023 IEEE International Symposium on Biomedical Imaging, ISBI 2023. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging; vol. 2023-April).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Global k-Space Interpolation for Dynamic MRI Reconstruction Using Masked Image Modeling

    Pan, J., Shit, S., Turgut, Ö., Huang, W., Li, H. B., Stolt-Ansó, N., Küstner, T., Hammernik, K. & Rueckert, D., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 228-238 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14229 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    4 Scopus citations

  • Gradient Self-alignment in Private Deep Learning

    Bani-Harouni, D., Mueller, T. T., Rueckert, D. & Kaissis, G., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 Workshops - ISIC 2023, Care-AI 2023, MedAGI 2023, DeCaF 2023, Held in Conjunction with MICCAI 2023, Proceedings. Celebi, M. E., Salekin, M. S., Kim, H. & Albarqouni, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 89-97 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14393).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Identifying chromophore fingerprints of brain tumor tissue on hyperspectral imaging using principal component analysis

    Ezhov, I., Giannoni, L., Shit, S., Lange, F., Kofler, F., Menze, B., Tachtsidis, I. & Rueckert, D., 2023, Diffuse Optical Spectroscopy and Imaging IX. Contini, D., Hoshi, Y. & O'Sullivan, T. D. (eds.). SPIE, 1262826. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 12628).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    1 Scopus citations

  • Interactive and Explainable Region-guided Radiology Report Generation

    Tanida, T., Müller, P., Kaissis, G. & Rueckert, D., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE Computer Society, p. 7433-7442 10 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2023-June).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    37 Scopus citations

  • Kernel Normalized Convolutional Networks for Privacy-Preserving Machine Learning

    Nasirigerdeh, R., Torkzadehmahani, J., Rueckert, D. & Kaissis, G., 2023, Proceedings - 2023 IEEE Conference on Secure and Trustworthy Machine Learning, SaTML 2023. Institute of Electrical and Electronics Engineers Inc., p. 107-118 12 p. (Proceedings - 2023 IEEE Conference on Secure and Trustworthy Machine Learning, SaTML 2023).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    1 Scopus citations

  • MAD: Modality Agnostic Distance Measure for Image Registration

    Sideri-Lampretsa, V., Zimmer, V. A., Qiu, H., Kaissis, G. & Rueckert, D., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 Workshops - MTSAIL 2023, LEAF 2023, AI4Treat 2023, MMMI 2023, REMIA 2023, Held in Conjunction with MICCAI 2023, Proceedings. Woo, J., Hering, A., Silva, W., Li, X., Fu, H., Liu, X., Xing, F., Purushotham, S., Mathai, T. S., Mukherjee, P., De Grauw, M., Beets Tan, R., Corbetta, V., Kotter, E., Reyes, M., Baumgartner, C. F., Li, Q., Leahy, R., Dong, B., Chen, H., Huo, Y., Lv, J., Xu, X., Li, X., Mahapatra, D., Cheng, L., Petitjean, C. & Presles, B. (eds.). Springer Science and Business Media Deutschland GmbH, p. 147-156 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14394 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Scopus citations

  • Multimodal Brain Age Estimation Using Interpretable Adaptive Population-Graph Learning

    Bintsi, K. M., Baltatzis, V., Potamias, R. A., Hammers, A. & Rueckert, D., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 195-204 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14227 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Scopus citations

  • Neural Implicit k-Space for Binning-Free Non-Cartesian Cardiac MR Imaging

    Huang, W., Li, H. B., Pan, J., Cruz, G., Rueckert, D. & Hammernik, K., 2023, Information Processing in Medical Imaging - 28th International Conference, IPMI 2023, Proceedings. Frangi, A., de Bruijne, M., Wassermann, D. & Navab, N. (eds.). Springer Science and Business Media Deutschland GmbH, p. 548-560 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13939 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    10 Scopus citations

  • NISF: Neural Implicit Segmentation Functions

    Stolt-Ansó, N., McGinnis, J., Pan, J., Hammernik, K. & Rueckert, D., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 734-744 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14223 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    5 Scopus citations

  • Pixel-Level Explanation of Multiple Instance Learning Models in Biomedical Single Cell Images

    Sadafi, A., Adonkina, O., Khakzar, A., Lienemann, P., Hehr, R. M., Rueckert, D., Navab, N. & Marr, C., 2023, Information Processing in Medical Imaging - 28th International Conference, IPMI 2023, Proceedings. Frangi, A., de Bruijne, M., Wassermann, D. & Navab, N. (eds.). Springer Science and Business Media Deutschland GmbH, p. 170-182 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13939 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Pretrained Deep 2.5D Models for Efficient Predictive Modeling from Retinal OCT: A PINNACLE Study Report

    Emre, T., Oghbaie, M., Chakravarty, A., Rivail, A., Riedl, S., Mai, J., P.N. Scholl, H., Sivaprasad, S., Rueckert, D., Lotery, A., Schmidt-Erfurth, U. & Bogunović, H., 2023, Ophthalmic Medical Image Analysis - 10th International Workshop, OMIA 2023, Held in Conjunction with MICCAI 2023, Proceedings. Antony, B., Chen, H., Fang, H., Fu, H., Lee, C. S. & Zheng, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 132-141 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14096 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    1 Scopus citations

  • Reversing the Abnormal: Pseudo-Healthy Generative Networks for Anomaly Detection

    Bercea, C. I., Wiestler, B., Rueckert, D. & Schnabel, J. A., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 293-303 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14224 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    2 Scopus citations

  • Robust Segmentation via Topology Violation Detection and Feature Synthesis

    Li, L., Ma, Q., Ouyang, C., Li, Z., Meng, Q., Zhang, W., Qiao, M., Kyriakopoulou, V., Hajnal, J. V., Rueckert, D. & Kainz, B., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 67-77 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14223 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    5 Scopus citations