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Björn Menze

Prof. Dr. rer. nat.

 https://orcid.org/0000-0003-4136-5690
20052025

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  • 2025

    Denoising Diffusion Models for 3D Healthy Brain Tissue Inpainting

    Durrer, A., Wolleb, J., Bieder, F., Friedrich, P., Melie-Garcia, L., Ocampo Pineda, M. A., Bercea, C. I., Hamamci, I. E., Wiestler, B., Piraud, M., Yaldizli, O., Granziera, C., Menze, B., Cattin, P. C. & Kofler, F., 2025, Deep Generative Models - 4th MICCAI Workshop, DGM4MICCAI 2024, Held in Conjunction with MICCAI 2024, Proceedings. Mukhopadhyay, A., Oksuz, I., Engelhardt, S., Mehrof, D. & Yuan, Y. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 87-97 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 15224 LNCS).

    Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • GenerateCT: Text-Conditional Generation of 3D Chest CT Volumes

    Hamamci, I. E., Er, S., Sekuboyina, A., Simsar, E., Tezcan, A., Simsek, A. G., Esirgun, S. N., Almas, F., Doğan, I., Dasdelen, M. F., Prabhakar, C., Reynaud, H., Pati, S., Bluethgen, C., Ozdemir, M. K. & Menze, B., 2025, Computer Vision – ECCV 2024 - 18th European Conference, Proceedings. Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T. & Varol, G. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 126-143 18 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 15137 LNCS).

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  • GRAtt-VIS: Gated Residual Attention for Video Instance Segmentation

    Hannan, T., Koner, R., Bernhard, M., Shit, S., Menze, B., Tresp, V., Schubert, M. & Seidl, T., 2025, Pattern Recognition - 27th International Conference, ICPR 2024, Proceedings. Antonacopoulos, A., Chaudhuri, S., Chellappa, R., Liu, C.-L., Bhattacharya, S. & Pal, U. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 268-282 15 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 15316 LNCS).

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  • StoDIP: Efficient 3D MRF Image Reconstruction with Deep Image Priors and Stochastic Iterations

    Mayo, P., Cencini, M., Pirkl, C. M., Menzel, M. I., Tosetti, M., Menze, B. H. & Golbabaee, M., 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. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 128-137 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 15242 LNCS).

    Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • 2024

    CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging

    Hamamci, I. E., Er, S. & Menze, 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. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 476-486 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 15012 LNCS).

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  • Deep Image Priors for Magnetic Resonance Fingerprinting with Pretrained Bloch-Consistent Denoising Autoencoders

    Mayo, P., Cencini, M., Fatania, K., Pirkl, C. M., Menzel, M. I., Menze, B. H., Tosetti, M. & Golbabaee, M., 2024, IEEE International Symposium on Biomedical Imaging, ISBI 2024 - Conference Proceedings. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging).

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  • 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., S. 2460-2469 10 S. (Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024).

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    Open Access
    3 Zitate (Scopus)

  • Simulation-Based Segmentation of Blood Vessels in Cerebral 3D OCTA Images

    Wittmann, B., Glandorf, L., Paetzold, J. C., Amiranashvili, T., Wälchli, T., Razansky, D. & Menze, 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. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 645-655 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 15008 LNCS).

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  • 2023

    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; Band 2023-April).

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    Open Access
    2 Zitate (Scopus)

  • blob loss: Instance Imbalance Aware Loss Functions for Semantic Segmentation

    Kofler, F., Shit, S., Ezhov, I., Fidon, L., Horvath, I., Al-Maskari, R., Li, H. B., Bhatia, H., Loehr, T., Piraud, M., Erturk, A., Kirschke, J., Peeken, J. C., Vercauteren, T., Zimmer, C., Wiestler, B. & Menze, B., 2023, Information Processing in Medical Imaging - 28th International Conference, IPMI 2023, Proceedings. Frangi, A., de Bruijne, M., Wassermann, D. & Navab, N. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 755-767 13 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 13939 LNCS).

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    4 Zitate (Scopus)

  • Deep Quality Estimation: Creating Surrogate Models for Human Quality Ratings

    Kofler, F., Ezhov, I., Fidon, L., Horvath, I., de la Rosa, E., LaMaster, J., Li, H., Finck, T., Shit, S., Paetzold, J., Bakas, S., Piraud, M., Kirschke, J., Vercauteren, T., Zimmer, C., Wiestler, B. & Menze, B., 2023, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries - 8th International Workshop, BrainLes 2022, Held in Conjunction with MICCAI 2022, Revised Selected Papers. Bakas, S., Baid, U., Baheti, B., Crimi, A., Malec, S., Pytlarz, M., Zenk, M. & Dorent, R. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 3-13 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 13769 LNCS).

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    Open Access

  • Diffusion-Based Hierarchical Multi-label Object Detection to Analyze Panoramic Dental X-Rays

    Hamamci, I. E., Er, S., Simsar, E., Sekuboyina, A., Gundogar, M., Stadlinger, B., Mehl, A. & Menze, 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. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 389-399 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 14225 LNCS).

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    Open Access
    7 Zitate (Scopus)

  • 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. (Hrsg.). SPIE, 1262826. (Proceedings of SPIE - The International Society for Optical Engineering; Band 12628).

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    Open Access
    1 Zitat (Scopus)

  • Leveraging 2D Deep Learning ImageNet-trained Models for Native 3D Medical Image Analysis

    Baheti, B., Pati, S., Menze, B. & Bakas, S., 2023, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries - 8th International Workshop, BrainLes 2022, Held in Conjunction with MICCAI 2022, Revised Selected Papers. Bakas, S., Baid, U., Baheti, B., Crimi, A., Malec, S., Pytlarz, M., Zenk, M. & Dorent, R. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 68-79 12 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 13769 LNCS).

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    Open Access
    3 Zitate (Scopus)

  • Pushing the Limits of an FCN and A CRF Towards Near-Ideal Vertebrae Labelling

    Sekuboyina, A., Irmai, J., Shit, S., Kirschke, J., Andres, B. & Menze, B., 2023, 2023 IEEE International Symposium on Biomedical Imaging, ISBI 2023. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging; Band 2023-April).

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    1 Zitat (Scopus)

  • Self-pruning Graph Neural Network for Predicting Inflammatory Disease Activity in Multiple Sclerosis from Brain MR Images

    Prabhakar, C., Li, H. B., Paetzold, J. C., Loehr, T., Niu, C., Mühlau, M., Rueckert, D., Wiestler, B. & Menze, 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. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 226-236 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 14227 LNCS).

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    Open Access
    2 Zitate (Scopus)

  • Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes

    Stucki, N., Paetzold, J. C., Shit, S., Menze, B. H. & Bauer, U., 2023, 40th International Conference on Machine Learning, ICML 2023. Band 202. S. 32698-32727 30 S. (Proceedings of Machine Learning Research).

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    17 Zitate (Scopus)

  • Why is the Winner the Best?

    Eisenmann, M., Reinke, A., Weru, V., Tizabi, M. D., Isensee, F., Adler, T. J., Ali, S., Andrearczyk, V., Aubreville, M., Baid, U., Bakas, S., Balu, N., Bano, S., Bernal, J., Bodenstedt, S., Casella, A., Cheplygina, V., Daum, M., De Bruijne, M. & Depeursinge, A. &105 mehr, Dorent, R., Egger, J., Ellis, D. G., Engelhardt, S., Ganz, M., Ghatwary, N., Girard, G., Godau, P., Gupta, A., Hansen, L., Harada, K., Heinrich, M., Heller, N., Hering, A., Huaulmé, A., Jannin, P., Kavur, A. E., Kodym, O., Kozubek, M., Li, J., Li, H., Ma, J., Martín-Isla, C., Menze, B., Noble, A., Oreiller, V., Padoy, N., Pati, S., Payette, K., Rädsch, T., Rafael-Patiño, J., Bawa, V. S., Speidel, S., Sudre, C. H., Van Wijnen, K., Wagner, M., Wei, D., Yamlahi, A., Yap, M. H., Yuan, C., Zenk, M., Zia, A., Zimmerer, D., Aydogan, D., Bhattarai, B., Bloch, L., Brüngel, R., Cho, J., Choi, C., Dou, Q., Ezhov, I., Friedrich, C. M., Fuller, C., Gaire, R. R., Galdran, A., García Faura, A., Grammatikopoulou, M., Hong, S., Jahanifar, M., Jang, I., Kadkhodamohammadi, A., Kang, I., Kofler, F., Kondo, S., Kuijf, H., Li, M., Luu, M., Martinčič, T., Morais, P., Naser, M. A., Oliveira, B., Owen, D., Pang, S., Park, J., Park, S., Płotka, S., Puybareau, E., Rajpoot, N., Ryu, K., Saeed, N., Shephard, A., Shi, P., Štepec, D., Subedi, R., Tochon, G., Torres, H. R., Urien, H., Vilaça, J. L., Wahid, K. A., Wang, H., Wang, J., Wang, L., Wang, X., Wiestler, B., Wodzinski, M., Xia, F., Xie, J., Xiong, Z., Yang, S., Yang, Y., Zhao, Z., Maier-Hein, K., Jäger, P. F., Kopp-Schneider, A. & Maier-Hein, L., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE Computer Society, S. 19955-19966 12 S. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; Band 2023-June).

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    Open Access
    11 Zitate (Scopus)
  • 2022

    A Unified 3D Framework for Organs-at-Risk Localization and Segmentation for Radiation Therapy Planning

    Navarro, F., Sasahara, G., Shit, S., Sekuboyina, A., Ezhov, I., Peeken, J. C., Combs, S. E. & Menze, B. H., 2022, 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2022. Institute of Electrical and Electronics Engineers Inc., S. 1544-1547 4 S. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; Band 2022-July).

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    Open Access
    3 Zitate (Scopus)

  • AutoGAN-Synthesizer: Neural Architecture Search for Cross-Modality MRI Synthesis

    Hu, X., Shen, R., Luo, D., Tai, Y., Wang, C. & Menze, B. H., 2022, Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Wang, L., Dou, Q., Fletcher, P. T., Speidel, S. & Li, S. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 397-409 13 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 13436 LNCS).

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    3 Zitate (Scopus)

  • FedCostWAvg: A New Averaging for Better Federated Learning

    Mächler, L., Ezhov, I., Kofler, F., Shit, S., Paetzold, J. C., Loehr, T., Zimmer, C., Wiestler, B. & Menze, B. H., 2022, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries - 7th International Workshop, BrainLes 2021, Held in Conjunction with MICCAI 2021, Revised Selected Papers. Crimi, A. & Bakas, S. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 383-391 9 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12963 LNCS).

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    Open Access
    7 Zitate (Scopus)

  • Landmark-Free Statistical Shape Modeling Via Neural Flow Deformations

    Lüdke, D., Amiranashvili, T., Ambellan, F., Ezhov, I., Menze, B. H. & Zachow, S., 2022, Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Wang, L., Dou, Q., Fletcher, P. T., Speidel, S. & Li, S. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 453-463 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 13432 LNCS).

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    Open Access
    8 Zitate (Scopus)

  • METGAN: Generative Tumour Inpainting and Modality Synthesis in Light Sheet Microscopy

    Horvath, I., Paetzold, J., Schoppe, O., Al-Maskari, R., Ezhov, I., Shit, S., Li, H., Erturk, A. & Menze, B., 2022, Proceedings - 2022 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2022. Institute of Electrical and Electronics Engineers Inc., S. 3230-3240 11 S. (Proceedings - 2022 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2022).

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    Open Access
    5 Zitate (Scopus)

  • Physiology-Based Simulation of the Retinal Vasculature Enables Annotation-Free Segmentation of OCT Angiographs

    Menten, M. J., Paetzold, J. C., Dima, A., Menze, B. H., Knier, B. & Rueckert, D., 2022, Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Wang, L., Dou, Q., Fletcher, P. T., Speidel, S. & Li, S. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 330-340 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 13438 LNCS).

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    9 Zitate (Scopus)

  • Relationformer: A Unified Framework for Image-to-Graph Generation

    Shit, S., Koner, R., Wittmann, B., Paetzold, J., Ezhov, I., Li, H., Pan, J., Sharifzadeh, S., Kaissis, G., Tresp, V. & Menze, B., 2022, Computer Vision – ECCV 2022 - 17th European Conference, Proceedings. Avidan, S., Brostow, G., Cissé, M., Farinella, G. M. & Hassner, T. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 422-439 18 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 13697 LNCS).

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    Open Access
    20 Zitate (Scopus)

  • Self-Supervised Pretext Tasks in Model Robustness & Generalizability: A Revisit from Medical Imaging Perspective

    Navarro, F., Watanabe, C., Shit, S., Sekuboyina, A., Peeken, J. C., Combs, S. E. & Menze, B. H., 2022, 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2022. Institute of Electrical and Electronics Engineers Inc., S. 5074-5079 6 S. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; Band 2022-July).

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    5 Zitate (Scopus)
  • 2021

    A ν -Net: Automatic Detection and Segmentation of Aneurysm

    Shit, S., Ezhov, I., Paetzold, J. C. & Menze, B., 2021, Cerebral Aneurysm Detection - First Challenge, CADA 2020, Held in Conjunction with MICCAI 2020, Proceedings. Hennemuth, A., Goubergrits, L., Ivantsits, M. & Kuhnigk, J.-M. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 51-57 7 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12643 LNCS).

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    1 Zitat (Scopus)

  • CLDICE – A novel topology-preserving loss function for tubular structure segmentation

    Shit, S., Paetzold, J. C., Sekuboyina, A., Ezhov, I., Unger, A., Zhylka, A., Pluim, J. P. W., Bauer, U. & Menze, B. H., 2021, Proceedings - 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2021. IEEE Computer Society, S. 16555-16564 10 S. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

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    Open Access
    211 Zitate (Scopus)

  • Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation

    Li, H., Zhang, J. & Menze, B., 2021, Statistical Atlases and Computational Models of the Heart. MandMs and EMIDEC Challenges - 11th International Workshop, STACOM 2020, Held in Conjunction with MICCAI 2020, Revised Selected Papers. Puyol Anton, E., Pop, M., Sermesant, M., Campello, V., Lalande, A., Lekadir, K., Suinesiaputra, A., Camara, O. & Young, A. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 297-304 8 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12592 LNCS).

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    Open Access
    6 Zitate (Scopus)

  • Imbalance-Aware Self-supervised Learning for 3D Radiomic Representations

    Li, H., Xue, F. F., Chaitanya, K., Luo, S., Ezhov, I., Wiestler, B., Zhang, J. & Menze, B., 2021, Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 - 24th International Conference, Proceedings. de Bruijne, M., Cattin, P. C., Cotin, S., Padoy, N., Speidel, S., Zheng, Y. & Essert, C. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 36-46 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12902 LNCS).

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    Open Access
    15 Zitate (Scopus)

  • Micro-Ct synthesis and inner ear super resolution via generative adversarial networks and bayesian inference

    Li, H., Prasad, R. G. N., Sekuboyina, A., Niu, C., Bai, S., Hemmert, W. & Menze, B., 13 Apr. 2021, 2021 IEEE 18th International Symposium on Biomedical Imaging, ISBI 2021. IEEE Computer Society, S. 1500-1504 5 S. 9434061. (Proceedings - International Symposium on Biomedical Imaging; Band 2021-April).

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    Open Access
    5 Zitate (Scopus)

  • Pyramid Architecture Search for Real-Time Image Deblurring

    Hu, X., Ren, W., Yu, K., Zhang, K., Cao, X., Liu, W. & Menze, B., 2021, Proceedings - 2021 IEEE/CVF International Conference on Computer Vision, ICCV 2021. Institute of Electrical and Electronics Engineers Inc., S. 4278-4287 10 S. (Proceedings of the IEEE International Conference on Computer Vision).

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    Open Access
    24 Zitate (Scopus)

  • Unmixing tissue compartments via deep learning T1-T2-relaxation correlation imaging

    Endt, S., Pirkl, C. M., Verdun, C. M., Menze, B. H. & Menzel, M. I., 2021, 17th International Symposium on Medical Information Processing and Analysis. Romero, E., Costa, E. T., Brieva, J., Rittner, L., Linguraru, M. G. & Lepore, N. (Hrsg.). SPIE, 120880P. (Proceedings of SPIE - The International Society for Optical Engineering; Band 12088).

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    Open Access
    1 Zitat (Scopus)

  • Unpaired MR Image Homogenisation by Disentangled Representations and Its Uncertainty

    Li, H., Gopal, S., Sekuboyina, A., Zhang, J., Niu, C., Pirkl, C., Kirschke, J., Wiestler, B. & Menze, B., 2021, Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Perinatal Imaging, Placental and Preterm Image Analysis - 3rd International Workshop, UNSURE 2021, and 6th International Workshop, PIPPI 2021, Held in Conjunction with MICCAI 2021, Proceedings. Sudre, C. H., Licandro, R., Baumgartner, C., Melbourne, A., Dalca, A., Hutter, J., Tanno, R., Abaci Turk, E., Van Leemput, K., Torrents Barrena, J., Wells, W. M. & Macgowan, C. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 44-53 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12959 LNCS).

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    2 Zitate (Scopus)

  • Velocity-To-Pressure (V2P) - Net: Inferring Relative Pressures from Time-Varying 3D Fluid Flow Velocities

    Shit, S., Das, D., Ezhov, I., Paetzold, J. C., Sanches, A. F., Thuerey, N. & Menze, B. H., 2021, Information Processing in Medical Imaging - 27th International Conference, IPMI 2021, Proceedings. Feragen, A., Sommer, S., Schnabel, J. & Nielsen, M. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 545-558 14 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12729 LNCS).

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    5 Zitate (Scopus)
  • 2020

    A baseline for predicting glioblastoma patient survival time with classical statistical models and primitive features ignoring image information

    Kofler, F., Paetzold, J. C., Ezhov, I., Shit, S., Krahulec, D., Kirschke, J. S., Zimmer, C., Wiestler, B. & Menze, B. H., 2020, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries - 5th International Workshop, BrainLes 2019, Held in Conjunction with MICCAI 2019, Revised Selected Papers. Crimi, A. & Bakas, S. (Hrsg.). Springer, S. 254-261 8 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 11992 LNCS).

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    7 Zitate (Scopus)

  • A Distance-Based Loss for Smooth and Continuous Skin Layer Segmentation in Optoacoustic Images

    Gerl, S., Paetzold, J. C., He, H., Ezhov, I., Shit, S., Kofler, F., Bayat, A., Tetteh, G., Ntziachristos, V. & Menze, B., 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 309-319 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12266 LNCS).

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    Open Access
    8 Zitate (Scopus)

  • Adversarial Convolutional Networks with Weak Domain-Transfer for Multi-sequence Cardiac MR Images Segmentation

    Chen, J., Li, H., Zhang, J. & Menze, B., 2020, Statistical Atlases and Computational Models of the Heart. Multi-Sequence CMR Segmentation, CRT-EPiggy and LV Full Quantification Challenges - 10th International Workshop, STACOM 2019, Held in Conjunction with MICCAI 2019, Revised Selected Papers. Pop, M., Sermesant, M., Camara, O., Zhuang, X., Li, S., Young, A., Mansi, T. & Suinesiaputra, A. (Hrsg.). Springer, S. 317-325 9 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12009 LNCS).

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    Open Access
    13 Zitate (Scopus)

  • Conditioned Variational Auto-encoder for Detecting Osteoporotic Vertebral Fractures

    Husseini, M., Sekuboyina, A., Bayat, A., Menze, B. H., Loeffler, M. & Kirschke, J. S., 2020, Computational Methods and Clinical Applications for Spine Imaging - 6th International Workshop and Challenge, CSI 2019, Proceedings. Cai, Y., Wang, L., Audette, M., Zheng, G. & Li, S. (Hrsg.). Springer, S. 29-38 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 11963 LNCS).

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    7 Zitate (Scopus)

  • Cranial Implant Prediction Using Low-Resolution 3D Shape Completion and High-Resolution 2D Refinement

    Bayat, A., Shit, S., Kilian, A., Liechtenstein, J. T., Kirschke, J. S. & Menze, B. H., 2020, Towards the Automatization of Cranial Implant Design in Cranioplasty - First Challenge, AutoImplant 2020, Held in Conjunction with MICCAI 2020, Proceedings. Li, J. & Egger, J. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 77-84 8 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12439 LNCS).

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    Open Access
    7 Zitate (Scopus)

  • Cross-view relation networks for mammogram mass detection

    Ma, J., Li, X., Li, H., Wang, R., Menze, B. & Zheng, W. S., 2020, Proceedings of ICPR 2020 - 25th International Conference on Pattern Recognition. Institute of Electrical and Electronics Engineers Inc., S. 8632-8638 7 S. 9413132. (Proceedings - International Conference on Pattern Recognition).

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    Open Access
    21 Zitate (Scopus)

  • Detection of Ischemic Infarct Core in Non-contrast Computed Tomography

    Hornung, M., Taubmann, O., Ditt, H., Menze, B., Herman, P. & Fransén, E., 2020, Machine Learning in Medical Imaging - 11th International Workshop, MLMI 2020, Held in Conjunction with MICCAI 2020, Proceedings. Liu, M., Lian, C., Yan, P. & Cao, X. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 260-269 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12436 LNCS).

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    2 Zitate (Scopus)

  • Differentiable Deconvolution for Improved Stroke Perfusion Analysis

    de la Rosa, E., Robben, D., Sima, D. M., Kirschke, J. S. & Menze, B., 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 593-602 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12267 LNCS).

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    Open Access
    3 Zitate (Scopus)

  • Face Super-Resolution Guided by 3D Facial Priors

    Hu, X., Ren, W., LaMaster, J., Cao, X., Li, X., Li, Z., Menze, B. & Liu, W., 2020, Computer Vision – ECCV 2020 - 16th European Conference, 2020, Proceedings. Vedaldi, A., Bischof, H., Brox, T. & Frahm, J.-M. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 763-780 18 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12349 LNCS).

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    52 Zitate (Scopus)

  • Grading Loss: A Fracture Grade-Based Metric Loss for Vertebral Fracture Detection

    Husseini, M., Sekuboyina, A., Loeffler, M., Navarro, F., Menze, B. H. & Kirschke, J. S., 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 733-742 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12266 LNCS).

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    Open Access
    15 Zitate (Scopus)

  • Inferring the 3D Standing Spine Posture from 2D Radiographs

    Bayat, A., Sekuboyina, A., Paetzold, J. C., Payer, C., Stern, D., Urschler, M., Kirschke, J. S. & Menze, B. H., 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 775-784 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12266 LNCS).

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    Open Access
    14 Zitate (Scopus)

  • Reinforced redetection of landmark in pre- and post-operative brain scan using anatomical guidance for image alignment

    Waldmannstetter, D., Navarro, F., Wiestler, B., Kirschke, J. S., Sekuboyina, A., Molero, E. & Menze, B. H., 2020, Biomedical Image Registration - 9th International Workshop, WBIR 2020, Proceedings. Spiclin, Z., McClelland, J., Kybic, J. & Goksel, O. (Hrsg.). Springer, S. 81-90 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12120 LNCS).

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    4 Zitate (Scopus)

  • Reliable Saliency Maps for Weakly-Supervised Localization of Disease Patterns

    Möller, M., Kohl, M., Braunewell, S., Kofler, F., Wiestler, B., Kirschke, J. S., Menze, B. H. & Piraud, M., 2020, Interpretable and Annotation-Efficient Learning for Medical Image Computing - 3rd International Workshop, iMIMIC 2020, 2nd International Workshop, MIL3iD 2020, and 5th International Workshop, LABELS 2020, Held in Conjunction with MICCAI 2020, Proceedings. Cardoso, J., Silva, W., Cruz, R., Van Nguyen, H., Roysam, B., Heller, N., Henriques Abreu, P., Pereira Amorim, J., Isgum, I., Patel, V., Zhou, K., Jiang, S., Le, N., Luu, K., Sznitman, R., Cheplygina, V., Abbasi, S., Mateus, D. & Trucco, E. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 63-72 10 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12446 LNCS).

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    2 Zitate (Scopus)

  • Robustification of Segmentation Models Against Adversarial Perturbations in Medical Imaging

    Park, H., Bayat, A., Sabokrou, M., Kirschke, J. S. & Menze, B. H., 2020, Predictive Intelligence in Medicine - 3rd International Workshop, PRIME 2020, Held in Conjunction with MICCAI 2020, Proceedings. Rekik, I., Adeli, E., Park, S. H. & Valdés Hernández, M. D. C. (Hrsg.). Springer Science and Business Media Deutschland GmbH, S. 46-57 12 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 12329 LNCS).

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    Open Access
    7 Zitate (Scopus)

  • Vertebral Labelling in Radiographs: Learning a Coordinate Corrector to Enforce Spinal Shape

    Bayat, A., Sekuboyina, A., Hofmann, F., Husseini, M. E., Kirschke, J. S. & Menze, B. H., 2020, Computational Methods and Clinical Applications for Spine Imaging - 6th International Workshop and Challenge, CSI 2019, Proceedings. Cai, Y., Wang, L., Audette, M., Zheng, G. & Li, S. (Hrsg.). Springer, S. 39-46 8 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 11963 LNCS).

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    7 Zitate (Scopus)