Bernhard Kainz
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  • 2023

    Feature-Conditioned Cascaded Video Diffusion Models for Precise Echocardiogram Synthesis

    Reynaud, H., Qiao, M., Dombrowski, M., Day, T., Razavi, R., Gomez, A., Leeson, P. & 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. 142-152 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 proceedingConference paperpeer-review

    Open Access
  • 2022

    Fetal Cortex Segmentation with Topology and Thickness Loss Constraints

    Li, L., Ma, Q., Li, Z., Ouyang, C., Zhang, W., Price, A., Kyriakopoulou, V., Grande, L. C., Makropoulos, A., Hajnal, J., Rueckert, D., Kainz, B. & Alansary, A., 2022, Ethical and Philosophical Issues in Medical Imaging, Multimodal Learning and Fusion Across Scales for Clinical Decision Support, and Topological Data Analysis for Biomedical Imaging - 1st International Workshop, EPIMI 2022, 12th International Workshop, ML-CDS 2022, 2nd International Workshop, TDA4BiomedicalImaging, Held in Conjunction with MICCAI 2022, Proceedings. Baxter, J. S. H., Rekik, I., Eagleson, R., Zhou, L., Syeda-Mahmood, T., Wang, H. & Hajij, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 123-133 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13755 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    1 Citation (Scopus)
  • 2021

    Can Non-specialists Provide High Quality Gold Standard Labels in Challenging Modalities?

    Budd, S., Day, T., Simpson, J., Lloyd, K., Matthew, J., Skelton, E., Razavi, R. & Kainz, B., 2021, Domain Adaptation and Representation Transfer, and Affordable Healthcare and AI for Resource Diverse Global Health - 3rd MICCAI Workshop, DART 2021, and 1st MICCAI Workshop, FAIR 2021, Held in Conjunction with MICCAI 2021, Proceedings. Albarqouni, S., Cardoso, M. J., Dou, Q., Kamnitsas, K., Khanal, B., Rekik, I., Rieke, N., Sheet, D., Tsaftaris, S., Xu, D. & Xu, Z. (eds.). Springer Science and Business Media Deutschland GmbH, p. 251-262 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12968 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    4 Citations (Scopus)
  • CAS-Net: Conditional Atlas Generation and Brain Segmentation for Fetal MRI

    Li, L., Sinclair, M., Makropoulos, A., Hajnal, J. V., David Edwards, A., Kainz, B., Rueckert, D. & Alansary, A., 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. (eds.). Springer Science and Business Media Deutschland GmbH, p. 221-230 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12959 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    6 Citations (Scopus)
  • Contrastive Learning for View Classification of Echocardiograms

    Chartsias, A., Gao, S., Mumith, A., Oliveira, J., Bhatia, K., Kainz, B. & Beqiri, A., 2021, Simplifying Medical Ultrasound - Second International Workshop, ASMUS 2021, Held in Conjunction with MICCAI 2021, Proceedings. Noble, J. A., Aylward, S., Grimwood, A., Min, Z., Lee, S-L. & Hu, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 149-158 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12967 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    6 Citations (Scopus)
  • Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-Specific Atlas Maps

    Budd, S., Sinclair, M., Day, T., Vlontzos, A., Tan, J., Liu, T., Matthew, J., Skelton, E., Simpson, J., Razavi, R., Glocker, B., Rueckert, D., Robinson, E. C. & Kainz, 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. (eds.). Springer Science and Business Media Deutschland GmbH, p. 207-217 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12907 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    8 Citations (Scopus)
  • Detecting Outliers with Poisson Image Interpolation

    Tan, J., Hou, B., Day, T., Simpson, J., Rueckert, D. & Kainz, 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. (eds.). Springer Science and Business Media Deutschland GmbH, p. 581-591 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12905 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    22 Citations (Scopus)
  • PialNN: A Fast Deep Learning Framework for Cortical Pial Surface Reconstruction

    Ma, Q., Robinson, E. C., Kainz, B., Rueckert, D. & Alansary, A., 2021, Machine Learning in Clinical Neuroimaging - 4th International Workshop, MLCN 2021, Held in Conjunction with MICCAI 2021, Proceedings. Abdulkadir, A., Kia, S. M., Habes, M., Kumar, V., Rondina, J. M., Tax, C., Tax, C. & Wolfers, T. (eds.). Springer Science and Business Media Deutschland GmbH, p. 73-81 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13001 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    17 Citations (Scopus)
  • Unsupervised Human Pose Estimation through Transforming Shape Templates

    Schmidtke, L., Vlontzos, A., Ellershaw, S., Lukens, A., Arichi, T. & Kainz, B., 2021, In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. p. 2484-2494 11 p.

    Research output: Contribution to journalConference paperpeer-review

    25 Citations (Scopus)
  • 2020

    Automated Detection of Congenital Heart Disease in Fetal Ultrasound Screening

    Tan, J., Au, A., Meng, Q., FinesilverSmith, S., Simpson, J., Rueckert, D., Razavi, R., Day, T., Lloyd, D. & Kainz, B., 2020, Medical Ultrasound, and Preterm, Perinatal and Paediatric Image Analysis - 1st International Workshop, ASMUS 2020, and 5th International Workshop, PIPPI 2020, Held in Conjunction with MICCAI 2020, Proceedings. Hu, Y., Licandro, R., Noble, J. A., Hutter, J., Melbourne, A., Aylward, S., Abaci Turk, E., Torrents Barrena, J. & Torrents Barrena, J. (eds.). Springer Science and Business Media Deutschland GmbH, p. 243-252 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12437 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    12 Citations (Scopus)
  • Surface Agnostic Metrics for Cortical Volume Segmentation and Regression

    Budd, S., Patkee, P., Baburamani, A., Rutherford, M., Robinson, E. C. & Kainz, B., 2020, Machine Learning in Clinical Neuroimaging and Radiogenomics in Neuro-oncology - 3rd International Workshop, MLCN 2020, and Second International Workshop, RNO-AI 2020, Held in Conjunction with MICCAI 2020, Proceedings. Kia, S. M., Mohy-ud-Din, H., Abdulkadir, A., Bass, C., Habes, M., Rondina, J. M., Tax, C., Wang, H., Wolfers, T., Rathore, S. & Ingalhalikar, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 3-12 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12449 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    1 Citation (Scopus)
  • 2019

    Complete Fetal Head Compounding from Multi-view 3D Ultrasound

    Wright, R., Toussaint, N., Gomez, A., Zimmer, V., Khanal, B., Matthew, J., Skelton, E., Kainz, B., Rueckert, D., Hajnal, J. V. & Schnabel, J. A., 1 Jan 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). SPRINGER, p. 384-392 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11766 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    9 Citations (Scopus)
  • Confident head circumference measurement from ultrasound with real-time feedback for sonographers

    Budd, S., Sinclair, M., Khanal, B., Matthew, J., Lloyd, D., Gomez, A., Toussaint, N., Robinson, E. C. & Kainz, B., 1 Jan 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). SPRINGER, p. 683-691 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11767 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    22 Citations (Scopus)
  • 2018

    3D fetal skull reconstruction from 2DUS via deep conditional generative networks

    Cerrolaza, J. J., Li, Y., Biffi, C., Gomez, A., Sinclair, M., Matthew, J., Knight, C., Kainz, B. & Rueckert, D., 1 Jan 2018, Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, 2018, Proceedings. Schnabel, J. A., Davatzikos, C., Alberola-López, C., Fichtinger, G. & Frangi, A. F. (eds.). Springer Verlag, p. 383-391 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11070 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    25 Citations (Scopus)
  • 2016

    High-Performance Motion Correction of Fetal MRI

    Kainz, B., Lloyd, D. F. A., Alansary, A., Murgasova, M. K., Khlebnikov, R., Rueckert, D., Rutherford, M., Razavi, R. & Hajnal, J. V., 2016, EuroRV3 2016 - EuroVis Workshop on Reproducibility, Verification, and Validation in Visualization. Fellner, D. (ed.). The Eurographics Association, p. 5-7 3 p. (EuroRV3 2016 - EuroVis Workshop on Reproducibility, Verification, and Validation in Visualization).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

  • 2015

    Automatic brain localization in fetal MRI using superpixel graphs

    Alansary, A., Lee, M., Keraudren, K., Kainz, B., Malamateniou, C., Rutherford, M., Hajnal, J. V., Glocker, B. & Rueckert, D., 30 Dec 2015, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer-Verlag Berlin Heidelberg, Vol. 9487. p. 13-22 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9487).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    13 Citations (Scopus)
  • Flexible reconstruction and correction of unpredictable motion from stacks of 2D images

    Kainz, B., Alansary, A., Malamateniou, C., Keraudren, K., Rutherford, M., Hajnal, J. V. & Rueckert, D., 20 Nov 2015, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer-Verlag Berlin Heidelberg, Vol. 9350. p. 555-562 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9350).

    Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

    Open Access
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    12 Citations (Scopus)
    173 Downloads (Pure)
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