Canon Medical / RAEng Senior Research Fellow in Healthcare AI

Filter
Article

Search results

  • 2024

    Compositionally Equivariant Representation Learning

    Liu, X., Sanchez, P., Thermos, S., O'Neil, A. Q. & Tsaftaris, S. A., 1 Jun 2024, In: IEEE Transactions on Medical Imaging. 43, 6, p. 2169-2179

    Research output: Contribution to journalArticlepeer-review

    Open Access
    File
  • Metrics reloaded: recommendations for image analysis validation

    Maier-Hein, L., Reinke, A., Godau, P., Tizabi, M. D., Buettner, F., Christodoulou, E., Glocker, B., Isensee, F., Kleesiek, J., Kozubek, M., Reyes, M., Riegler, M. A., Wiesenfarth, M., Kavur, A. E., Sudre, C. H., Baumgartner, M., Eisenmann, M., Heckmann-Nötzel, D., Rädsch, T., Acion, L., & 52 othersAntonelli, M., Bakas, S., Benis, A., Blaschko, M. B., Cardoso, M. J., Cheplygina, V., Cimini, B. A., Collins, G. S., Farahani, K., Ferrer, L., Galdran, A., van Ginneken, B., Haase, R., Hashimoto, D. A., Hoffman, M. M., Huisman, M., Jannin, P., Kahn, C. E., Kainmueller, D., Kainz, B., Karargyris, A., Karthikesalingam, A., Kofler, F., Kopp-Schneider, A., Kreshuk, A., Kurc, T., Landman, B. A., Litjens, G., Madani, A., Maier-Hein, K., Martel, A. L., Mattson, P., Meijering, E., Menze, B., Moons, K. G. M., Müller, H., Nichyporuk, B., Nickel, F., Petersen, J., Rajpoot, N., Rieke, N., Saez-Rodriguez, J., Sánchez, C. I., Shetty, S., van Smeden, M., Summers, R. M., Taha, A. A., Tiulpin, A., Tsaftaris, S. A., Van Calster, B., Varoquaux, G. & Jäger, P. F., 12 Feb 2024, (E-pub ahead of print) In: Nature Methods. 21, 2, p. 195-212

    Research output: Contribution to journalArticlepeer-review

    Open Access
    File
  • Understanding metric-related pitfalls in image analysis validation

    Reinke, A., Tizabi, M. D., Baumgartner, M., Eisenmann, M., Heckmann-Nötzel, D., Kavur, A. E., Rädsch, T., Sudre, C. H., Acion, L., Antonelli, M., Bakas, S., Benis, A., Buettner, F., Cardoso, M. J., Cheplygina, V., Chen, J., Christodoulou, E., Cimini, B. A., Farahani, K., Ferrer, L., & 49 othersGaldran, A., van Ginneken, B., Glocker, B., Godau, P., Hashimoto, D. A., Hoffman, M. M., Huisman, M., Isensee, F., Jannin, P., Kahn, C. E., Kainmueller, D., Kainz, B., Karargyris, A., Kleesiek, J., Kofler, F., Kooi, T., Kopp-Schneider, A., Kozubek, M., Kreshuk, A., Kurc, T., Landman, B. A., Litjens, G., Madani, A., Maier-Hein, K., Martel, A. L., Meijering, E., Menze, B., Moons, K. G. M., Müller, H., Nichyporuk, B., Nickel, F., Petersen, J., Rafelski, S. M., Rajpoot, N., Reyes, M., Riegler, M. A., Rieke, N., Saez-Rodriguez, J., Sánchez, C. I., Shetty, S., Summers, R. M., Taha, A. A., Tiulpin, A., Tsaftaris, S. A., Van Calster, B., Varoquaux, G., Yaniv, Z. R., Jäger, P. F. & Maier-Hein, L., 12 Feb 2024, (E-pub ahead of print) In: Nature Methods. 21, 2, p. 182-194

    Research output: Contribution to journalArticlepeer-review

    Open Access
    File
  • 2023

    GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imaging

    Pati, S., Thakur, S. P., Bhalerao, M., Thermos, S., Baid, U., Gotkowski, K., Gonzalez, C., Guley, O., Hamamci, I. E., Er, S., Grenko, C., Edwards, B., Sheller, M., Agraz, J., Baheti, B., Bashyam, V., Sharma, P., Haghighi, B., Gastounioti, A., Bergman, M., & 6 othersMukhopadhyay, A., Tsaftaris, S. A., Menze, B., Kontos, D., Davatzikos, C. & Bakas, S., 16 May 2023, (E-pub ahead of print) In: Communications Engineering. 2, 23.

    Research output: Contribution to journalArticlepeer-review

    Open Access
    File
  • 2022

    Survey: Leakage and Privacy at Inference Time

    Jegorova, M., Kaul, C., Mayor, C., O'Neil, A. Q., Weir, A., Murray-Smith, R. & Tsaftaris, S. A., 15 Dec 2022, (E-pub ahead of print) In: IEEE Transactions on Pattern Analysis and Machine Intelligence. p. 1-20 20 p.

    Research output: Contribution to journalArticlepeer-review

    Open Access
  • Learning disentangled representations in the imaging domain

    Liu, X., Sanchez, P., Thermos, S., O’Neil, A. Q. & Tsaftaris, S. A., Aug 2022, In: Medical Image Analysis. 80, p. 102516 1 p.

    Research output: Contribution to journalArticlepeer-review

    Open Access
  • 2021

    Learning to synthesise the ageing brain without longitudinal data

    Xia, T., Chartsias, A., Wang, C. & Tsaftaris, S. A., Oct 2021, In: Medical Image Analysis. 73

    Research output: Contribution to journalArticlepeer-review

    Open Access
    File
  • Learning to Segment from Scribbles using Multi-scale Adversarial Attention Gates

    Valvano, G., Leo, A. & Tsaftaris, S. A., 30 Mar 2021, (E-pub ahead of print) In: IEEE Transactions on Medical Imaging. p. 1-14 14 p.

    Research output: Contribution to journalArticlepeer-review

    Open Access
    File