Michael Gotway

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Michael Gotway, MD

1990 …2024

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  • 2024

    Towards Foundation Models Learned from Anatomy in Medical Imaging via Self-supervision

    Hosseinzadeh Taher, M. R., Gotway, M. B. & Liang, J., 2024, Domain Adaptation and Representation Transfer - 5th MICCAI Workshop, DART 2023, Held in Conjunction with MICCAI 2023, Proceedings. Koch, L., Cardoso, M. J., Ferrante, E., Kamnitsas, K., Islam, M., Jiang, M., Rieke, N., Tsaftaris, S. A. & Yang, D. (eds.). Springer Science and Business Media Deutschland GmbH, p. 94-104 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14293 LNCS).

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

    Open Access
  • 2023

    Foundation Ark: Accruing and Reusing Knowledge for Superior and Robust Performance

    Ma, D. A., Pang, J., Gotway, M. B. & Liang, 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. 651-662 12 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

    Open Access
  • 2022

    Benchmarking and Boosting Transformers for Medical Image Classification

    Ma, D. A., Hosseinzadeh Taher, M. R., Pang, J., Islam, N. U., Haghighi, F., Gotway, M. B. & Liang, J., 2022, Domain Adaptation and Representation Transfer - 4th MICCAI Workshop, DART 2022, Held in Conjunction with MICCAI 2022, Proceedings. Kamnitsas, K., Koch, L., Islam, M., Xu, Z., Cardoso, J., Dou, Q., Rieke, N. & Tsaftaris, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 12-22 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13542 LNCS).

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

    Open Access

  • DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis

    Haghighi, F., Taher, M. R. H., Gotway, M. B. & Liang, J., 2022, Proceedings - 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2022. IEEE Computer Society, p. 20792-20802 11 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2022-June).

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

    Open Access

  • Discriminative, Restorative, and Adversarial Learning: Stepwise Incremental Pretraining

    Guo, Z., Islam, N. U., Gotway, M. B. & Liang, J., 2022, Domain Adaptation and Representation Transfer - 4th MICCAI Workshop, DART 2022, Held in Conjunction with MICCAI 2022, Proceedings. Kamnitsas, K., Koch, L., Islam, M., Xu, Z., Cardoso, J., Dou, Q., Rieke, N. & Tsaftaris, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 66-76 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13542 LNCS).

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

    Open Access

  • POPAR: Patch Order Prediction and Appearance Recovery for Self-supervised Medical Image Analysis

    Pang, J., Haghighi, F., Ma, D. A., Islam, N. U., Hosseinzadeh Taher, M. R., Gotway, M. B. & Liang, J., 2022, Domain Adaptation and Representation Transfer - 4th MICCAI Workshop, DART 2022, Held in Conjunction with MICCAI 2022, Proceedings. Kamnitsas, K., Koch, L., Islam, M., Xu, Z., Cardoso, J., Dou, Q., Rieke, N. & Tsaftaris, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 77-87 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13542 LNCS).

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

    Open Access
  • 2021

    A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis

    Hosseinzadeh Taher, M. R., Haghighi, F., Feng, R., Gotway, M. B. & Liang, J., 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. 3-13 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 proceeding › Conference contribution

    Open Access

  • Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection

    Islam, N. U., Gehlot, S., Zhou, Z., Gotway, M. B. & Liang, J., 2021, Machine Learning in Medical Imaging - 12th International Workshop, MLMI 2021, Held in Conjunction with MICCAI 2021, Proceedings. Lian, C., Cao, X., Rekik, I., Xu, X. & Yan, P. (eds.). Springer Science and Business Media Deutschland GmbH, p. 692-702 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12966 LNCS).

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

    Open Access
  • 2020

    Learning semantics-enriched representation via self-discovery, self-classification, and self-restoration

    Haghighi, F., Hosseinzadeh Taher, M. R., Zhou, Z., Gotway, M. B. & Liang, J., 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. (eds.). Springer Science and Business Media Deutschland GmbH, p. 137-147 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12261 LNCS).

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

    Open Access
    2 Scopus citations

  • Parts2Whole: Self-supervised Contrastive Learning via Reconstruction

    Feng, R., Zhou, Z., Gotway, M. B. & Liang, J., 2020, Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - 2nd MICCAI Workshop, DART 2020, and 1st MICCAI Workshop, DCL 2020, Held in Conjunction with MICCAI 2020, Proceedings. Albarqouni, S., Bakas, S., Kamnitsas, K., Cardoso, M. J., Landman, B., Li, W., Milletari, F., Rieke, N., Roth, H., Xu, D. & Xu, Z. (eds.). Springer Science and Business Media Deutschland GmbH, p. 85-95 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12444 LNCS).

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

    Open Access
    1 Scopus citations
  • 2019

    Learning fixed points in generative adversarial networks: From image-to-image translation to disease detection and localization

    Siddiquee, M. M. R., Zhou, Z., Tajbakhsh, N., Feng, R., Gotway, M., Bengio, Y. & Liang, J., Oct 2019, Proceedings - 2019 International Conference on Computer Vision, ICCV 2019. Institute of Electrical and Electronics Engineers Inc., p. 191-200 10 p. 9008137. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2019-October).

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

    Open Access
    14 Scopus citations

  • Models genesis: generic autodidactic models for 3d medical image analysis

    Zhou, Z., Sodha, V., Rahman Siddiquee, M. M., Feng, R., Tajbakhsh, N., Gotway, M. B. & Liang, J., 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 Science and Business Media Deutschland GmbH, p. 384-393 10 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 proceeding › Conference contribution

    Open Access
    43 Scopus citations
  • 2017

    Fine-tuning convolutional neural networks for biomedical image analysis: Actively and incrementally

    Zhou, Z., Shin, J., Zhang, L., Gurudu, S., Gotway, M. & Liang, J., Nov 6 2017, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017. Institute of Electrical and Electronics Engineers Inc., p. 4761-4772 12 p. (Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017; vol. 2017-January).

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

    Open Access
    166 Scopus citations
  • 2015

    Computer-aided pulmonary embolism detection using a novel vessel-aligned multi-planar image representation and convolutional neural networks

    Tajbakhsh, N., Gotway, M. B. & Liang, J., 2015, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference, Proceedings. Hornegger, J., Frangi, A. F., Wells, W. M., Frangi, A. F., Navab, N., Hornegger, J., Navab, N., Wells, W. M., Wells, W. M., Frangi, A. F., Hornegger, J. & Navab, N. (eds.). Springer Verlag, p. 62-69 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 proceeding › Conference contribution

    Open Access
    43 Scopus citations
  • 2009

    Identifying miRNA and imaging features associated with metastasis of lung cancer to the brain

    Nasser, S., Ranade, A. R., Sridhart, S., Haney, L., Korn, R. L., Gotway, M. B., Weissy, G. J. & Kim, S., 2009, 2009 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2009. p. 246-251 6 p. 5341798. (2009 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2009).

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

    8 Scopus citations
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