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1988 …2023

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Headline

PROFESSOR | Diagnostic, Molecular and Interventional Radiology

Biography

Dr. Greenspan is co-director of the Artificial Intelligence and Emerging Technologies in Medicine (AIET) PhD concentration at the Graduate School of Biomedical Sciences at the Icahn School of Medicine at Mount Sinai in New York. In 2021, she was appointed to be the Director of AI in Imaging at BMEII and the Director of AI Engineering Core at BMEII. In this role, she will focus on developing leading AI solutions for medical imaging applications, form collaborative efforts of the engineering and the clinical needs and lead the development of educational efforts in AI for medical applications. Dr.  Greenspan holds academic appointments as Professor of Radiology at the BioMedical Engineering and Imaging Institute (BMEII) at the Icahn School of Medicine at Mount Sinai and of Biomedical Engineering at Tel-Aviv University. Dr. Greenspan is also a Co-Founder and Chief Scientist of RADLogics Inc. – a company that focuses on bringing newly developed AI image analysis tools to radiologists for clinical use.   


Dr. Greenspan received her master’s degree in Electrical Engineering from the Technion-Israel Institute of Technology. She earned her doctorate in Electrical Engineering from California Institute of Technology and completed a postdoc with the computer science division at the University of California-Berkeley. She was a visiting professor at Stanford University’s Department of Radiology and at the Multimodal Mining Group at IBM Research, Almaden, CA. Dr. Greenspan has over 200 publications in leading international journals and conferences (h-index 53) and has received several awards and patents. She is a member of journal and conference program committees, including SPIE medical imaging, IEEE ISBI and MICCAI.  She served as an Associate Editor for the IEEE Transactions on Medical Imaging (TMI) journal. Recently she was the Program Chair for IEEE ISBI 2020. In 2016 she was the Lead Co-editor for a special issue on Deep Learning in Medical Imaging in IEEE TMI. In 2017 she co-edited an Elsevier Academic Press book on Deep learning for Medical Image Analysis and is a co-editor of the second edition of the book.

Research interests

Biomedical Informatics, Biomedical Sciences, Image Analysis, Imaging

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  • AAPM task group report 273: Recommendations on best practices for AI and machine learning for computer-aided diagnosis in medical imaging

    Hadjiiski, L., Cha, K., Chan, H. P., Drukker, K., Morra, L., Näppi, J. J., Sahiner, B., Yoshida, H., Chen, Q., Deserno, T. M., Greenspan, H., Huisman, H., Huo, Z., Mazurchuk, R., Petrick, N., Regge, D., Samala, R., Summers, R. M., Suzuki, K., Tourassi, G., & 2 othersVergara, D. & Armato, S. G., Feb 2023, In: Medical Physics. 50, 2, p. e1-e24

    Research output: Contribution to journalArticlepeer-review

  • The Liver Tumor Segmentation Benchmark (LiTS)

    Bilic, P., Christ, P., Li, H. B., Vorontsov, E., Ben-Cohen, A., Kaissis, G., Szeskin, A., Jacobs, C., Mamani, G. E. H., Chartrand, G., Lohöfer, F., Holch, J. W., Sommer, W., Hofmann, F., Hostettler, A., Lev-Cohain, N., Drozdzal, M., Amitai, M. M., Vivanti, R., Sosna, J., & 89 othersEzhov, I., Sekuboyina, A., Navarro, F., Kofler, F., Paetzold, J. C., Shit, S., Hu, X., Lipková, J., Rempfler, M., Piraud, M., Kirschke, J., Wiestler, B., Zhang, Z., Hülsemeyer, C., Beetz, M., Ettlinger, F., Antonelli, M., Bae, W., Bellver, M., Bi, L., Chen, H., Chlebus, G., Dam, E. B., Dou, Q., Fu, C. W., Georgescu, B., Giró-i-Nieto, X., Gruen, F., Han, X., Heng, P. A., Hesser, J., Moltz, J. H., Igel, C., Isensee, F., Jäger, P., Jia, F., Kaluva, K. C., Khened, M., Kim, I., Kim, J. H., Kim, S., Kohl, S., Konopczynski, T., Kori, A., Krishnamurthi, G., Li, F., Li, H., Li, J., Li, X., Lowengrub, J., Ma, J., Maier-Hein, K., Maninis, K. K., Meine, H., Merhof, D., Pai, A., Perslev, M., Petersen, J., Pont-Tuset, J., Qi, J., Qi, X., Rippel, O., Roth, K., Sarasua, I., Schenk, A., Shen, Z., Torres, J., Wachinger, C., Wang, C., Weninger, L., Wu, J., Xu, D., Yang, X., Yu, S. C. H., Yuan, Y., Yue, M., Zhang, L., Cardoso, J., Bakas, S., Braren, R., Heinemann, V., Pal, C., Tang, A., Kadoury, S., Soler, L., van Ginneken, B., Greenspan, H., Joskowicz, L. & Menze, B., Feb 2023, In: Medical Image Analysis. 84, 102680.

    Research output: Contribution to journalShort surveypeer-review

    Open Access
    10 Scopus citations
  • Adaptation of a Multi-Site Network to a New Clinical Site Via Batch-Normalization Similarity

    Kasten Serlin, S., Goldberger, J. & Greenspan, H., 2022, ISBI 2022 - Proceedings: 2022 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging; vol. 2022-March).

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

    2 Scopus citations
  • A Self Supervised StyleGAN for Image Annotation and Classification With Extremely Limited Labels

    Cohen Hochberg, D., Greenspan, H. & Giryes, R., 1 Dec 2022, In: IEEE Transactions on Medical Imaging. 41, 12, p. 3509-3519 11 p.

    Research output: Contribution to journalArticlepeer-review

  • Class-Based Attention Mechanism for Chest Radiograph Multi-Label Categorization

    Sriker, D., Greenspan, H. & Goldberger, J., 2022, ISBI 2022 - Proceedings: 2022 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging; vol. 2022-March).

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