Publications

Publications produced by the Surgical Data Science Initiative workshops.

Surgical data science – from concepts toward clinical translation

Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya et al.

Medical Image Analysis 76 (2022)

Outcome of the second workshop (Rennes, 2019). Surveys the path from concepts toward clinical translation.

DOI 10.1016/j.media.2021.102306

Cite this (BibTeX)

    @article{maier-hein_sds_2022,
        title = {Surgical data science – from concepts toward clinical translation},
        volume = {76},
        issn = {1361-8415},
        url = {https://www.sciencedirect.com/science/article/pii/S1361841521003510},
        doi = {https://doi.org/10.1016/j.media.2021.102306},
        author = {Maier-Hein, Lena and Eisenmann, Matthias and Sarikaya, Duygu and März, Keno and Collins, Toby and Malpani, Anand and Fallert, Johannes and Feussner, Hubertus and Giannarou, Stamatia and Mascagni, Pietro and Nakawala, Hirenkumar and Park, Adrian and Pugh, Carla and Stoyanov, Danail and Vedula, Swaroop S. and Cleary, Kevin and Fichtinger, Gabor and Forestier, Germain and Gibaud, Bernard and Grantcharov, Teodor and Hashizume, Makoto and Heckmann-Nötzel, Doreen and Kenngott, Hannes G. and Kikinis, Ron and Mündermann, Lars and Navab, Nassir and Onogur, Sinan and Roß, Tobias and Sznitman, Raphael and Taylor, Russell H. and Tizabi, Minu D. and Wagner, Martin and Hager, Gregory D. and Neumuth, Thomas and Padoy, Nicolas and Collins, Justin and Gockel, Ines and Goedeke, Jan and Hashimoto, Daniel A. and Joyeux, Luc and Lam, Kyle and Leff, Daniel R. and Madani, Amin and Marcus, Hani J. and Meireles, Ozanan and Seitel, Alexander and Teber, Dogu and Ückert, Frank and Müller-Stich, Beat P. and Jannin, Pierre and Speidel, Stefanie},
        month = feb,
        year = {2022},
        keywords = {Artificial intelligence, Clinical translation, Computer aided surgery, Deep learning, Surgical data science}
    }

Surgical Data Science: A Consensus Perspective

Lena Maier-Hein, Matthias Eisenmann, Carolin Feldmann et al.

arXiv:1806.03184 (2018)

Extended long version of the Nature Biomedical Engineering article below.

arXiv:1806.03184

Cite this (BibTeX)

    @article{maier-hein_sds_2018,
        title = {Surgical {Data} {Science}: {A} {Consensus} {Perspective}},
        journal = {arXiv e-prints},
        author = {Maier-Hein, Lena and Eisenmann, Matthias and Feldmann, Carolin and Feussner, Hubertus and Forestier, Germain and Giannarou, Stamatia and Gibaud, Bernard and Hager, Gregory D. and Hashizume, Makoto and Katic, Darko and Kenngott, Hannes and Kikinis, Ron and Kranzfelder, Michael and Malpani, Anand and März, Keno and Müller-Stich, Beat and Navab, Nassir and Neumuth, Thomas and Padoy, Nicolas and Park, Adrian and Pugh, Carla and Schoch, Nicolai and Stoyanov, Danail and Taylor, Russell and Wagner, Martin and Swaroop Vedula, S. and Jannin, Pierre and Speidel, Stefanie},
        month = jun,
        year = {2018},
        keywords = {Computer Science – Computers and Society},
        pages = {arXiv:1806.03184}
    }

Surgical data science for next-generation interventions

Lena Maier-Hein, Swaroop S. Vedula, Stefanie Speidel et al.

Nature Biomedical Engineering 1(9), 691–696 (2017)

Outcome of the first workshop (Heidelberg, 2016). Provides a consensus definition for surgical data science, identifies challenges and opportunities, and sets out a roadmap for the field.

DOI 10.1038/s41551-017-0132-7 · Free full text

Cite this (BibTeX)

    @article{maier-hein_sds_2017,
        title = {Surgical data science for next-generation interventions},
        volume = {1},
        issn = {2157-846X},
        url = {https://doi.org/10.1038/s41551-017-0132-7},
        doi = {10.1038/s41551-017-0132-7},
        number = {9},
        journal = {Nature Biomedical Engineering},
        author = {Maier-Hein, Lena and Vedula, Swaroop S. and Speidel, Stefanie and Navab, Nassir and Kikinis, Ron and Park, Adrian and Eisenmann, Matthias and Feussner, Hubertus and Forestier, Germain and Giannarou, Stamatia and Hashizume, Makoto and Katic, Darko and Kenngott, Hannes and Kranzfelder, Michael and Malpani, Anand and März, Keno and Neumuth, Thomas and Padoy, Nicolas and Pugh, Carla and Schoch, Nicolai and Stoyanov, Danail and Taylor, Russell and Wagner, Martin and Hager, Gregory D. and Jannin, Pierre},
        month = sep,
        year = {2017},
        pages = {691–696}
    }