Carse, Jacob

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20212022

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  • 2022

    Calibration of Deep Medical Image Classifiers: An Empirical Comparison using Dermatology and Histopathology Datasets

    Carse, J., Olmo, A. A. & McKenna, S., 2022, Uncertainty for Safe Utilization of Machine Learning in Medical Imaging: 4th International Workshop, UNSURE 2022, Held in Conjunction with MICCAI 2022, Singapore, September 18, 2022, Proceedings. Sudre, C. H., Baumgartner, C. F., Dalca, A., Qin, C., Tanno, R., Van Leemput, K. & Wells III, W. M. (eds.). 1 ed. Switzerland: Springer Nature, p. 89-99 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13563 LNCS).

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

    44 Downloads (Pure)
  • 2021

    Robust Selective Classification of Skin Lesions with Asymmetric Costs

    Carse, J., Suveges, T., Hogg, S., Trucco, E., Proby, C., Fleming, C. & McKenna, S., 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.). Cham: Springer , p. 112-121 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 contribution

    Open Access
    File
    162 Downloads (Pure)
  • Unsupervised Representation Learning from Pathology Images with Multi-directional Contrastive Predictive Coding

    Carse, J., Carey, F. & McKenna, S., 25 May 2021, 2021 IEEE 18th International Symposium on Biomedical Imaging, ISBI 2021: 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI). IEEE, p. 1254-1258 5 p. 9434140. (Proceedings - International Symposium on Biomedical Imaging; vol. 2021-April).

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

    Open Access
    File
    4 Citations (Scopus)
    22 Downloads (Pure)