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92 results

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Page 1
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, Buettner F, Cardoso MJ, Cheplygina V, Chen J, Christodoulou E, Cimini BA, Farahani K, Ferrer L, Galdran A, van Ginneken B, Glocker B, Godau P, Hashimoto DA, Hoffman MM, Huisman M, Isensee F, Jannin P, Kahn CE, Kainmueller D, Kainz B, Karargyris A, 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, 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, Summers RM, Taha AA, Tiulpin A, Tsaftaris SA, Van Calster B, Varoquaux G, Yaniv ZR, Jäger PF, Maier-Hein L. Reinke A, et al. Among authors: martel al. Nat Methods. 2024 Feb;21(2):182-194. doi: 10.1038/s41592-023-02150-0. Epub 2024 Feb 12. Nat Methods. 2024. PMID: 38347140 Free PMC article. Review.
Loss odyssey in medical image segmentation.
Ma J, Chen J, Ng M, Huang R, Li Y, Li C, Yang X, Martel AL. Ma J, et al. Among authors: martel al. Med Image Anal. 2021 Jul;71:102035. doi: 10.1016/j.media.2021.102035. Epub 2021 Mar 19. Med Image Anal. 2021. PMID: 33813286 Review.
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: martel al. Nat Methods. 2024 Feb;21(2):195-212. doi: 10.1038/s41592-023-02151-z. Epub 2024 Feb 12. Nat Methods. 2024. PMID: 38347141 Free PMC article. Review.
Learning to segment images with classification labels.
Ciga O, Martel AL. Ciga O, et al. Among authors: martel al. Med Image Anal. 2021 Feb;68:101912. doi: 10.1016/j.media.2020.101912. Epub 2020 Nov 19. Med Image Anal. 2021. PMID: 33260115
Targeting tumour-associated macrophages in hodgkin lymphoma using engineered extracellular matrix-mimicking cryogels.
Bahlmann LC, Xue C, Chin AA, Skirzynska A, Lu J, Thériault B, Uehling D, Yerofeyeva Y, Peters R, Liu K, Chen J, Martel AL, Yaffe M, Al-Awar R, Goswami RS, Ylanko J, Andrews DW, Kuruvilla J, Laister RC, Shoichet MS. Bahlmann LC, et al. Among authors: martel al. Biomaterials. 2023 Jun;297:122121. doi: 10.1016/j.biomaterials.2023.122121. Epub 2023 Apr 9. Biomaterials. 2023. PMID: 37075613
BIAS: Transparent reporting of biomedical image analysis challenges.
Maier-Hein L, Reinke A, Kozubek M, Martel AL, Arbel T, Eisenmann M, Hanbury A, Jannin P, Müller H, Onogur S, Saez-Rodriguez J, van Ginneken B, Kopp-Schneider A, Landman BA. Maier-Hein L, et al. Among authors: martel al. Med Image Anal. 2020 Dec;66:101796. doi: 10.1016/j.media.2020.101796. Epub 2020 Aug 21. Med Image Anal. 2020. PMID: 32911207 Free PMC 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. Among authors: martel 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.
92 results