Title
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics Lukas Klein Carsten T. Lüth U. Schlegel Till J. Bungert Mennatallah El-Assady Paul F. Jäger XAI ELM 42 2 0 03 Jan 2025
Foundations of the Theory of Performance-Based Ranking Sébastien Piérard Anaïs Halin A. Cioppa A. Deliège Marc Van Droogenbroeck 95 1 0 05 Dec 2024
BugNIST -- a Large Volumetric Dataset for Object Detection under Domain Shift Patrick M. Jensen Anders B. Dahl Carsten Gundlach Rebecca J Engberg H. Kjer Vedrana Andersen Dahl 33 1 0 04 Apr 2023
Deployment of Image Analysis Algorithms under Prevalence Shifts Patrick Godau P. Kalinowski E. Christodoulou Annika Reinke M. Tizabi Luciana Ferrer Paul Jäger Lena Maier-Hein 42 9 0 22 Mar 2023
Artificial Intelligence System for Detection and Screening of Cardiac Abnormalities using Electrocardiogram Images Deyun Zhang Shijia Geng Yang Zhou Wei-Zhao Xu Guodong Wei ... Tong Liu Kangyin Chen Chenyang Jiang Xingpeng Liu linda Qiao 21 5 0 10 Feb 2023
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 28 265 0 27 Nov 2022
Labeling instructions matter in biomedical image analysis Tim Radsch Annika Reinke V. Weru M. Tizabi Nicholas Schreck A. Emre Kavur Bunyamin Pekdemir T. Ross A. Kopp-Schneider Lena Maier-Hein 25 53 0 20 Jul 2022
Never mind the metrics -- what about the uncertainty? Visualising confusion matrix metric distributions D. Lovell Dimity Miller Jaiden Capra Andrew Bradley UQCV 16 2 0 05 Jun 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 34 216 0 03 Jun 2022
Deep Quality Estimation: Creating Surrogate Models for Human Quality Ratings Florian Kofler Ivan Ezhov Lucas Fidon Izabela Horvath Ezequiel de la Rosa ... Jan Kirschke Tom Kamiel Magda Vercauteren C. Zimmer Benedikt Wiestler Bjoern H. Menze 22 5 0 17 May 2022
Overview of the HECKTOR Challenge at MICCAI 2021: Automatic Head and Neck Tumor Segmentation and Outcome Prediction in PET/CT Images Vincent Andrearczyk Valentin Oreiller S. Boughdad C. Cheze-le-Rest H. Elhalawani ... John O. Prior M. Vallières D. Visvikis M. Hatt A. Depeursinge 35 83 0 11 Jan 2022
MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation Alexandros Karargyris Renato Umeton Micah J. Sheller Alejandro Aristizabal Johnu George ... Poonam Yadav Michael Rosenthal M. Loda Jason M. Johnson Peter Mattson FedML 46 72 0 29 Sep 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 32 41 0 07 Jul 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 57 949 0 10 Jun 2021
nnU-Net for Brain Tumor Segmentation Fabian Isensee Paul F. Jaeger Peter M. Full Philipp Vollmuth Klaus H. Maier-Hein 25 292 0 02 Nov 2020
Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room Lena Maier-Hein M. Wagner T. Ross Annika Reinke S. Bodenstedt ... M. Apitz Annette Kopp-Schneider Stefanie Speidel H. Kenngott Beat P. Müller-Stich 36 82 0 07 May 2020
VerSe: A Vertebrae Labelling and Segmentation Benchmark for Multi-detector CT Images Anjany Sekuboyina M. Husseini Amirhossein Bayat Maximilian Löffler Hans Liebl ... Ben Glocker A. Valentinitsch Markus Rempfler Bjorn H. Menze Jan S. Kirschke 24 248 0 24 Jan 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation A. Emre Kavur N. Gezer M. Baris Sinem Aslan Pierre-Henri Conze ... Klaus H. Maier-Hein G. Akar Gözde B. Ünal O. Dicle M. Alper Selver 50 611 0 17 Jan 2020
Causality matters in medical imaging Daniel Coelho De Castro Ian Walker Ben Glocker CML 23 337 0 17 Dec 2019
BIAS: Transparent reporting of biomedical image analysis challenges Lena Maier-Hein Annika Reinke Michal Kozubek Anne L. Martel Tal Arbel ... Sinan Onogur Julio Saez-Rodriguez Bram van Ginneken A. Kopp-Schneider Bennett Landman 20 103 0 09 Oct 2019
Automated Design of Deep Learning Methods for Biomedical Image Segmentation Fabian Isensee Paul F. Jäger Simon A. A. Kohl Jens Petersen Klaus H. Maier-Hein 3DV SSeg 29 170 0 17 Apr 2019
Cats or CAT scans: transfer learning from natural or medical image source datasets? V. Cheplygina OOD MedIm 23 58 0 12 Oct 2018
Predicting breast tumor proliferation from whole-slide images: the TUPAC16 challenge M. Veta Y. Heng N. Stathonikos B. Bejnordi F. Beca ... E. Chang Yan Xu Andrew H. Beck P. Diest J. Pluim 22 259 0 22 Jul 2018