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Page 1
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: reinke a. 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.
Comparative validation of multi-instance instrument segmentation in endoscopy: Results of the ROBUST-MIS 2019 challenge.
Roß T, Reinke A, Full PM, Wagner M, Kenngott H, Apitz M, Hempe H, Mindroc-Filimon D, Scholz P, Tran TN, Bruno P, Arbeláez P, Bian GB, Bodenstedt S, Bolmgren JL, Bravo-Sánchez L, Chen HB, González C, Guo D, Halvorsen P, Heng PA, Hosgor E, Hou ZG, Isensee F, Jha D, Jiang T, Jin Y, Kirtac K, Kletz S, Leger S, Li Z, Maier-Hein KH, Ni ZL, Riegler MA, Schoeffmann K, Shi R, Speidel S, Stenzel M, Twick I, Wang G, Wang J, Wang L, Wang L, Zhang Y, Zhou YJ, Zhu L, Wiesenfarth M, Kopp-Schneider A, Müller-Stich BP, Maier-Hein L. Roß T, et al. Among authors: reinke a. Med Image Anal. 2021 May;70:101920. doi: 10.1016/j.media.2020.101920. Epub 2020 Nov 28. Med Image Anal. 2021. PMID: 33676097 Free article.
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: reinke a. Sci Data. 2021 Apr 12;8(1):101. doi: 10.1038/s41597-021-00882-2. Sci Data. 2021. PMID: 33846356 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: reinke a. Photoacoustics. 2022 Mar 5;26:100341. doi: 10.1016/j.pacs.2022.100341. eCollection 2022 Jun. Photoacoustics. 2022. PMID: 35371919 Free PMC article.
Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the HeiChole benchmark.
Wagner M, Müller-Stich BP, Kisilenko A, Tran D, Heger P, Mündermann L, Lubotsky DM, Müller B, Davitashvili T, Capek M, Reinke A, Reid C, Yu T, Vardazaryan A, Nwoye CI, Padoy N, Liu X, Lee EJ, Disch C, Meine H, Xia T, Jia F, Kondo S, Reiter W, Jin Y, Long Y, Jiang M, Dou Q, Heng PA, Twick I, Kirtac K, Hosgor E, Bolmgren JL, Stenzel M, von Siemens B, Zhao L, Ge Z, Sun H, Xie D, Guo M, Liu D, Kenngott HG, Nickel F, Frankenberg MV, Mathis-Ullrich F, Kopp-Schneider A, Maier-Hein L, Speidel S, Bodenstedt S. Wagner M, et al. Among authors: reinke a. Med Image Anal. 2023 May;86:102770. doi: 10.1016/j.media.2023.102770. Epub 2023 Feb 21. Med Image Anal. 2023. PMID: 36889206 Free article.
Understanding metric-related pitfalls in image analysis validation.
Reinke A, Tizabi MD, Baumgartner M, Eisenmann M, Heckmann-Nötzel D, Kavur AE, Rädsch T, Sudre CH, Acion L, Antonelli M, Arbel T, Bakas S, Benis A, Blaschko M, Buettner F, Cardoso MJ, Cheplygina V, Chen J, Christodoulou E, Cimini BA, Collins GS, Farahani K, Ferrer L, Galdran A, van Ginneken B, Glocker B, Godau P, Haase R, Hashimoto DA, Hoffman MM, Huisman M, Isensee F, Jannin P, Kahn CE, Kainmueller D, Kainz B, Karargyris A, Karthikesalingam A, Kenngott H, Kleesiek J, Kofler F, Kooi T, Kopp-Schneider A, Kozubek M, 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, Rafelski SM, Rajpoot N, Reyes M, Riegler MA, Rieke N, Saez-Rodriguez J, Sánchez CI, Shetty S, van Smeden M, Summers RM, Taha AA, Tiulpin A, Tsaftaris SA, Calster BV, Varoquaux G, Wiesenfarth M, Yaniv ZR, Jäger PF, Maier-Hein L. Reinke A, et al. ArXiv [Preprint]. 2024 Feb 23:arXiv:2302.01790v4. ArXiv. 2024. Update in: Nat Methods. 2024 Feb;21(2):182-194. doi: 10.1038/s41592-023-02150-0 PMID: 36945687 Free PMC article. Updated. Preprint.
Beyond rankings: Learning (more) from algorithm validation.
Roß T, Bruno P, Reinke A, Wiesenfarth M, Koeppel L, Full PM, Pekdemir B, Godau P, Trofimova D, Isensee F, Adler TJ, Tran TN, Moccia S, Calimeri F, Müller-Stich BP, Kopp-Schneider A, Maier-Hein L. Roß T, et al. Among authors: reinke a. Med Image Anal. 2023 May;86:102765. doi: 10.1016/j.media.2023.102765. Epub 2023 Mar 1. Med Image Anal. 2023. PMID: 36965252 Free article.
125 results