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Consensus statements on the current landscape of artificial intelligence applications in endoscopy, addressing roadblocks, and advancing artificial intelligence in gastroenterology.
Prepared by: ASGE AI Task Force; Parasa S, Berzin T, Leggett C, Gross S, Repici A, Ahmad OF, Chiang A, Coelho-Prabhu N, Cohen J, Dekker E, Keswani RN, Kahn CE, Hassan C, Petrick N, Mountney P, Ng J, Riegler M, Mori Y, Saito Y, Thakkar S, Waxman I, Wallace MB, Sharma P. Prepared by: ASGE AI Task Force, et al. Among authors: riegler m. Gastrointest Endosc. 2024 Apr 16:S0016-5107(23)03139-5. doi: 10.1016/j.gie.2023.12.003. Online ahead of print. Gastrointest Endosc. 2024. PMID: 38639679
A dataset for predicting cloud cover over Europe.
Svennevik H, Hicks SA, Riegler MA, Storelvmo T, Hammer HL. Svennevik H, et al. Among authors: riegler ma. Sci Data. 2024 Feb 27;11(1):245. doi: 10.1038/s41597-024-03062-0. Sci Data. 2024. PMID: 38413601 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: riegler ma. 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 article. Review.
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: riegler ma. Nat Methods. 2024 Feb;21(2):182-194. doi: 10.1038/s41592-023-02150-0. Epub 2024 Feb 12. Nat Methods. 2024. PMID: 38347140 Review.
Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge.
Ali S, Ghatwary N, Jha D, Isik-Polat E, Polat G, Yang C, Li W, Galdran A, Ballester MG, Thambawita V, Hicks S, Poudel S, Lee SW, Jin Z, Gan T, Yu C, Yan J, Yeo D, Lee H, Tomar NK, Haithami M, Ahmed A, Riegler MA, Daul C, Halvorsen P, Rittscher J, Salem OE, Lamarque D, Cannizzaro R, Realdon S, de Lange T, East JE. Ali S, et al. Among authors: riegler ma. Sci Rep. 2024 Jan 23;14(1):2032. doi: 10.1038/s41598-024-52063-x. Sci Rep. 2024. PMID: 38263232 Free PMC article.
252 results