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Page 1
Surgical data science - from concepts toward clinical translation.
Maier-Hein L, Eisenmann M, Sarikaya D, März K, Collins T, Malpani A, Fallert J, Feussner H, Giannarou S, Mascagni P, Nakawala H, Park A, Pugh C, Stoyanov D, Vedula SS, Cleary K, Fichtinger G, Forestier G, Gibaud B, Grantcharov T, Hashizume M, Heckmann-Nötzel D, Kenngott HG, Kikinis R, Mündermann L, Navab N, Onogur S, Roß T, Sznitman R, Taylor RH, Tizabi MD, Wagner M, Hager GD, Neumuth T, Padoy N, Collins J, Gockel I, Goedeke J, Hashimoto DA, Joyeux L, Lam K, Leff DR, Madani A, Marcus HJ, Meireles O, Seitel A, Teber D, Ückert F, Müller-Stich BP, Jannin P, Speidel S. Maier-Hein L, et al. Among authors: tizabi md. Med Image Anal. 2022 Feb;76:102306. doi: 10.1016/j.media.2021.102306. Epub 2021 Nov 18. Med Image Anal. 2022. PMID: 34879287 Free PMC article. Review.
Heidelberg colorectal data set for surgical data science in the sensor operating room.
Maier-Hein L, Wagner M, Ross T, Reinke A, Bodenstedt S, Full PM, Hempe H, Mindroc-Filimon D, Scholz P, Tran TN, Bruno P, Kisilenko A, Müller B, Davitashvili T, Capek M, Tizabi MD, Eisenmann M, Adler TJ, Gröhl J, Schellenberg M, Seidlitz S, Lai TYE, Pekdemir B, Roethlingshoefer V, Both F, Bittel S, Mengler M, Mündermann L, Apitz M, Kopp-Schneider A, Speidel S, Nickel F, Probst P, Kenngott HG, Müller-Stich BP. Maier-Hein L, et al. Among authors: tizabi md. Sci Data. 2021 Apr 12;8(1):101. doi: 10.1038/s41597-021-00882-2. Sci Data. 2021. PMID: 33846356 Free PMC article.
Tattoo tomography: Freehand 3D photoacoustic image reconstruction with an optical pattern.
Holzwarth N, Schellenberg M, Gröhl J, Dreher K, Nölke JH, Seitel A, Tizabi MD, Müller-Stich BP, Maier-Hein L. Holzwarth N, et al. Among authors: tizabi md. Int J Comput Assist Radiol Surg. 2021 Jul;16(7):1101-1110. doi: 10.1007/s11548-021-02399-w. Epub 2021 May 16. Int J Comput Assist Radiol Surg. 2021. PMID: 33993409 Free PMC article.
Semantic segmentation of multispectral photoacoustic images using deep learning.
Schellenberg M, Dreher KK, Holzwarth N, Isensee F, Reinke A, Schreck N, Seitel A, Tizabi MD, Maier-Hein L, Gröhl J. Schellenberg M, et al. Among authors: tizabi md. Photoacoustics. 2022 Mar 5;26:100341. doi: 10.1016/j.pacs.2022.100341. eCollection 2022 Jun. Photoacoustics. 2022. PMID: 35371919 Free PMC article.
Robust deep learning-based semantic organ segmentation in hyperspectral images.
Seidlitz S, Sellner J, Odenthal J, Özdemir B, Studier-Fischer A, Knödler S, Ayala L, Adler TJ, Kenngott HG, Tizabi M, Wagner M, Nickel F, Müller-Stich BP, Maier-Hein L. Seidlitz S, et al. Med Image Anal. 2022 Aug;80:102488. doi: 10.1016/j.media.2022.102488. Epub 2022 May 27. Med Image Anal. 2022. PMID: 35667327 Free article.
Photoacoustic image synthesis with generative adversarial networks.
Schellenberg M, Gröhl J, Dreher KK, Nölke JH, Holzwarth N, Tizabi MD, Seitel A, Maier-Hein L. Schellenberg M, et al. Among authors: tizabi md. Photoacoustics. 2022 Sep 13;28:100402. doi: 10.1016/j.pacs.2022.100402. eCollection 2022 Dec. Photoacoustics. 2022. PMID: 36281320 Free PMC article.
Spectral imaging enables contrast agent-free real-time ischemia monitoring in laparoscopic surgery.
Ayala L, Adler TJ, Seidlitz S, Wirkert S, Engels C, Seitel A, Sellner J, Aksenov A, Bodenbach M, Bader P, Baron S, Vemuri A, Wiesenfarth M, Schreck N, Mindroc D, Tizabi M, Pirmann S, Everitt B, Kopp-Schneider A, Teber D, Maier-Hein L. Ayala L, et al. Sci Adv. 2023 Mar 10;9(10):eadd6778. doi: 10.1126/sciadv.add6778. Epub 2023 Mar 10. Sci Adv. 2023. PMID: 36897951 Free PMC article.
Sources of performance variability in deep learning-based polyp detection.
Tran TN, Adler TJ, Yamlahi A, Christodoulou E, Godau P, Reinke A, Tizabi MD, Sauer P, Persicke T, Albert JG, Maier-Hein L. Tran TN, et al. Among authors: tizabi md. Int J Comput Assist Radiol Surg. 2023 Jul;18(7):1311-1322. doi: 10.1007/s11548-023-02936-9. Epub 2023 Jun 2. Int J Comput Assist Radiol Surg. 2023. PMID: 37266886 Free PMC article.
Metrics reloaded: recommendations for image analysis validation.
Maier-Hein L, Reinke A, Godau P, Tizabi MD, Buettner F, Christodoulou E, Glocker B, Isensee F, Kleesiek J, Kozubek M, Reyes M, Riegler MA, Wiesenfarth M, Kavur AE, Sudre CH, Baumgartner M, Eisenmann M, Heckmann-Nötzel D, Rädsch T, Acion L, Antonelli M, Arbel T, Bakas S, Benis A, Blaschko MB, Cardoso MJ, Cheplygina V, Cimini BA, Collins GS, Farahani K, Ferrer L, Galdran A, van Ginneken B, Haase R, Hashimoto DA, Hoffman MM, Huisman M, Jannin P, Kahn CE, Kainmueller D, Kainz B, Karargyris A, Karthikesalingam A, Kofler F, Kopp-Schneider A, Kreshuk A, Kurc T, Landman BA, Litjens G, Madani A, Maier-Hein K, Martel AL, Mattson P, Meijering E, Menze B, Moons KGM, Müller H, Nichyporuk B, Nickel F, Petersen J, Rajpoot N, Rieke N, Saez-Rodriguez J, Sánchez CI, Shetty S, van Smeden M, Summers RM, Taha AA, Tiulpin A, Tsaftaris SA, Van Calster B, Varoquaux G, Jäger PF. Maier-Hein L, et al. Among authors: tizabi md. Nat Methods. 2024 Feb;21(2):195-212. doi: 10.1038/s41592-023-02151-z. Epub 2024 Feb 12. Nat Methods. 2024. PMID: 38347141 Review.
14 results