Canon Medical / RAEng Senior Research Fellow in Healthcare AI

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  • 2019

    Consistent Brain Ageing Synthesis

    Alzheimers Disease Neuroimaging Initiative, 13 Oct 2019, Medical Image Computing and Computer Assisted Intervention -MICCAI 2019: 22nd International Conference, Shenzhen, China 13-17 October 2019. Springer, (Lecture Notes in Computer Science).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • Multimodal cardiac segmentation using disentangled representations

    Chartsias, A., Papanastasiou, G., Wang, C., Stirrat, C., Semple, S., Newby, D., Dharmakumar, R. & Tsaftaris, S., 9 Aug 2019, (Accepted/In press) STACOM: Statistical Atlases and Computational Models of the Heart.. Springer

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • 2020

    Max-Fusion U-Net for Multi-Modal Pathology Segmentation with Attention and Dynamic Resampling

    Jiang, H., Wang, C., Chartsias, A. & Tsaftaris, S., 21 Dec 2020, (E-pub ahead of print) MyoPS: Myocardial Pathology Segmentation Combining Multi-Sequence CMR Challenge: Myocardial Pathology Segmentation Combining Multi-Sequence Cardiac Magnetic Resonance Images. Springer, p. 68-81 (Lecture Notes in Computer Science ; vol. 12554).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    File
  • Semi-supervised Pathology Segmentation with Disentangled Representations

    Jiang, H., Chartsias, A., Zhang, X., Papanastasiou, G., Semple, S., Dweck, M., Semple, D., Dharmakumar, R. & Tsaftaris, S., 26 Sep 2020, (E-pub ahead of print) DART: MICCAI Workshop on Domain Adaptation and Representation Transfer : Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning. Springer, p. 62-72 (Lecture Notes in Computer Science; vol. 12444).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • 2021

    Cohort Bias Adaptation in Aggregated Datasets for Lesion Segmentation

    Nichyporuk, B., Cardinell, J., Szeto, J., Mehta, R., Tsaftaris, S., Arnold, D. L. & Arbel, T., 21 Sep 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. 101-111 11 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 contribution

  • Self-supervised Multi-scale Consistency for Weakly Supervised Segmentation Learning

    Valvano, G., Leo, A. & Tsaftaris, S. A., 21 Sep 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. 14-24 11 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 contribution

  • Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation

    Liu, X., Thermos, S., O'Neil, A. & Tsaftaris, S. A., 21 Sep 2021, (E-pub ahead of print) Medical Image Computing and Computer Assisted Intervention – MICCAI 2021: 24th International Conference, Strasbourg, France, September 27–October 1, 2021, Proceedings, Part II. Springer, Vol. 12902. p. 307-317 (Lecture Notes in Computer Science; vol. 12902).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time Training

    Valvano, G., Leo, A. & Tsaftaris, S. A., 21 Sep 2021, Domain Adaptation and Representation Transfer, and Affordable Healthcare and AI for Resource Diverse Global Health: Third MICCAI Workshop, DART 2021, and First MICCAI Workshop, FAIR 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27 and October 1, 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. 68-78 11 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 contribution

  • Disentangled Representations for Domain-generalized Cardiac Segmentation

    Liu, X., Thermos, S., Chartsias, A., O'Neil, A. & Tsaftaris, S., 29 Jan 2021, (E-pub ahead of print) STACOM: International Workshop on Statistical Atlases and Computational Models of the Heart: Statistical Atlases and Computational Models of the Heart. M&Ms and EMIDEC Challenges. Springer, p. 187-195 (Lecture Notes in Computer Science; vol. 12592).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • 2022

    vMFNet: Compositionality Meets Domain-generalised Segmentation

    Liu, X., Thermos, S., Sanchez, P., O’Neil, A. & Tsaftaris, S. A., 5 May 2022, (Accepted/In press) International Conference on Medical Image Computing and Computer-Assisted Intervention. 13 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution