Common limitations of image processing metrics: a picture story

Autor: Reinke, A, Eisenmann, M, Tizabi, MD, Sudre, CH, Rädsch, T, Antonelli, M, Arbel, T, Bakas, S, Cardoso, MJ, Cheplygina, V, Farahani, K, Glocker, B, Heckmann-Nötzel, D, Isensee, F, Jannin, P, Kahn, CE, Kleesiek, J, Kurc, T, Kozubek, M, Landman, BA, Litjens, G, Maier-Hein, K, Menze, B, Müller, H, Petersen, J, Reyes, M, Rieke, N, Stieltjes, B, Summers, RM, Tsaftaris, SA, Ginneken, BV, Kopp-Schneider, A, Jäger, P, Maier-Hein, L

While the importance of automatic image analysis is increasing at an enormous pace, recent meta-research revealed major flaws with respect to algorithm validation. Specifically, performance metrics are key for objective, transparent and comparative p

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=od______1032::ba343d898a6cf49c64a47a043e42773f
http://hdl.handle.net/10044/1/88196

Gemeente Halderberge, plangebied Provinciale Weg S8 te Oud-Gastel

Autor: Krekelbergh, N.J.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=r384e1237760::4e41c5d5b5da4720c86aec858fcdf697

Image-level detection of arterial occlusions in 4D-CTA of acute stroke patients using deep learning.

Autor: Meijs M; Diagnostic Image Analysis Group, Department of Radiology and Nuclear Medicine Radboud University Medical Center Geert Grooteplein 10, 6525 GA, Netherlands. Electronic address: midas.meijs@radboudumc.nl., Meijer FJA; Diagnostic Image Analysis Group, Department of Radiology and Nuclear Medicine Radboud University Medical Center Geert Grooteplein 10, 6525 GA, Netherlands., Prokop M; Diagnostic Image Analysis Group, Department of Radiology and Nuclear Medicine Radboud University Medical Center Geert Grooteplein 10, 6525 GA, Netherlands., Ginneken BV; Diagnostic Image Analysis Group, Department of Radiology and Nuclear Medicine Radboud University Medical Center Geert Grooteplein 10, 6525 GA, Netherlands., Manniesing R; Diagnostic Image Analysis Group, Department of Radiology and Nuclear Medicine Radboud University Medical Center Geert Grooteplein 10, 6525 GA, Netherlands.

Publikováno v: Medical image analysis [Med Image Anal] 2020 Dec; Vol. 66, pp. 101810. Date of Electronic Publication: 2020 Sep 05.

Epithelium segmentation using deep learning in H&E-stained prostate specimens with immunohistochemistry as reference standard.

Autor: Bulten W; Radboud University Medical Center, Diagnostic Image Analysis Group and the Department of Pathology, 6500HB, Nijmegen, The Netherlands. wouter.bulten@radboudumc.nl., Bándi P; Radboud University Medical Center, Diagnostic Image Analysis Group and the Department of Pathology, 6500HB, Nijmegen, The Netherlands., Hoven J; Radboud University Medical Center, Department of Pathology, 6500HB, Nijmegen, The Netherlands., Loo RV; Radboud University Medical Center, Department of Pathology, 6500HB, Nijmegen, The Netherlands., Lotz J; Fraunhofer MEVIS, 23562, Lübeck, Germany., Weiss N; Fraunhofer MEVIS, 23562, Lübeck, Germany., Laak JV; Radboud University Medical Center, Diagnostic Image Analysis Group and the Department of Pathology, 6500HB, Nijmegen, The Netherlands., Ginneken BV; Radboud University Medical Center, Diagnostic Image Analysis Group and the Department of Radiology and Nuclear Medicine, 6500HB, Nijmegen, The Netherlands., Hulsbergen-van de Kaa C; Radboud University Medical Center, Department of Pathology, 6500HB, Nijmegen, The Netherlands., Litjens G; Radboud University Medical Center, Diagnostic Image Analysis Group and the Department of Pathology, 6500HB, Nijmegen, The Netherlands.

Publikováno v: Scientific reports [Sci Rep] 2019 Jan 29; Vol. 9 (1), pp. 864. Date of Electronic Publication: 2019 Jan 29.

Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: The LUNA16 challenge.

Autor: Setio AAA; Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands. Electronic address: arnaud.setio@gmail.com., Traverso A; Department of Applied Science and Technology, Polytechnic University of Turin, Turin, Italy; Turin Section of Istituto Nazionale di Fisica Nucleare, Turin, Italy; Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands., de Bel T; Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands., Berens MSN; Radboud University, Nijmegen, The Netherlands., Bogaard CVD; Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands., Cerello P; Turin Section of Istituto Nazionale di Fisica Nucleare, Turin, Italy., Chen H; Department of Computer Science and Engineering, The Chinese University of Hong Kong, China., Dou Q; Department of Computer Science and Engineering, The Chinese University of Hong Kong, China., Fantacci ME; Department of Physics, University of Pisa, Pisa, Italy; Pisa Section of Istituto Nazionale di Fisica Nucleare, Pisa, Italy., Geurts B; Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, The Netherlands., Gugten RV; Radboud University, Nijmegen, The Netherlands., Heng PA; Department of Computer Science and Engineering, The Chinese University of Hong Kong, China., Jansen B; Department of Electronics and Informatics, Vrije Universiteit Brussel, Brussels, Belgium; IMEC, Leuven, Belgium., de Kaste MMJ; Radboud University, Nijmegen, The Netherlands., Kotov V; Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands., Lin JY; Yan'an Xi Lu 129, 9th floor, Shanghai, China., Manders JTMC; Radboud University, Nijmegen, The Netherlands., Sóñora-Mengana A; Centro de Biofísica Médica, Universidad de Oriente, Santiago de Cuba, Cuba; Department of Electronics and Informatics, Vrije Universiteit Brussel, Brussels, Belgium; Center of Applied Technologies and Nuclear Development, La Habana, Cuba., García-Naranjo JC; Centro de Biofísica Médica, Universidad de Oriente, Santiago de Cuba, Cuba., Papavasileiou E; Department of Electronics and Informatics, Vrije Universiteit Brussel, Brussels, Belgium., Prokop M; Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands., Saletta M; Turin Section of Istituto Nazionale di Fisica Nucleare, Turin, Italy., Schaefer-Prokop CM; Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands; Department of Radiology, Meander Medisch Centrum, Amersfoort, The Netherlands., Scholten ET; Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands., Scholten L; Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands., Snoeren MM; Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, The Netherlands., Torres EL; Center of Applied Technologies and Nuclear Development, La Habana, Cuba., Vandemeulebroucke J; Department of Electronics and Informatics, Vrije Universiteit Brussel, Brussels, Belgium; IMEC, Leuven, Belgium., Walasek N; Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands., Zuidhof GCA; Radboud University, Nijmegen, The Netherlands., Ginneken BV; Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands; Fraunhofer MEVIS, Bremen, Germany., Jacobs C; Diagnostic Image Analysis Group, Radboud University Medical Center, Nijmegen, The Netherlands.

Publikováno v: Medical image analysis [Med Image Anal] 2017 Dec; Vol. 42, pp. 1-13. Date of Electronic Publication: 2017 Jul 13.