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The number of international benchmarking competitions is steadily increasing in various fields of machine learning (ML) research and practice.
Objective comparison of particle tracking methods
Nicolas Chenouard, Ihor Smal, Fabrice De Chaumont, Martin Maška, Ivo F Sbalzarini, Yuanhao Gong, Janick Cardinale, Craig Carthel, Stefano Coraluppi, Mark Winter, et al · 2014
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Quantitative evaluation of software packages for single-molecule localization microscopy
Daniel Sage, Hagai Kirshner, Thomas Pengo, Nico Stuurman, Junhong Min, Suliana Manley, and Michael Unser. 2015 · 2015
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The challenge of mapping the human connectome based on diffusion tractography
Klaus H. Maier-Hein, Peter F. Neher, Jean-Christophe Houde, Marc-Alexandre Côté, Eleftherios Garyfallidis, Jidan Zhong, Maxime Chamberland, Fang-Cheng Yeh, Ying-Chia Lin, Qing Ji, et al · 2017
Earlier work this paper cites.
An objective comparison of cell-tracking algorithms
Vladimír Ulman, Martin Maška, Klas EG Magnusson, Olaf Ronneberger, Carsten Haubold, Nathalie Harder, Pavel Matula, Petr Matula, David Svoboda, Miroslav Radojevic, et al · 2017
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BIAS: Transparent reporting of biomedical image analysis challenges
Lena Maier-Hein, Annika Reinke, Michal Kozubek, Anne L. Martel, Tal Arbel, Matthias Eisenmann, Allan Hanbury, Pierre Jannin, Henning Müller, Sinan Onogur, Julio Saez-Rodriguez, Bram van Ginneken, Annette Kopp-Schneider, and Bennett A. Landman. 2020 · 2020
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VAscular Lesions DetectiOn
Carole Sudre, Kimberlin van Wijnen, Marius Groot, Florian Dubost, and Marleen de Bruijne. 2020 · 2020
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HEad and neCK TumOR segmentation and outcome prediction in PET/CT images
Vincent Andrearczyk, Valentin Oreiller, Martin Vallières, Mathieu Hatt, Catherine Cheze-Le Rest, Dimitris Visvikis, Mario Jreige, Hesham Elhalawani, Sarah Boughdad, John O. Prior, and Adrien Depeursinge. 2021 · 2021
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MItosis DOmain Generalization Challenge
Marc Aubreville, Christof Bertram, Mitko Veta, Robert Klopfleisch, Nikolas Stathonikos, Katharina Breininger, Natalie ter Hoeve, Francesco Ciompi, and Andreas Maier. 2021 · 2021
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RSNA-MICCAI Brain Tumor Segmentation (BraTS) Challenge 2021
Spyridon Bakas, Christopher Carr, Adam Flanders, Jayashree Kalpathy-Cramer, John Mongan, Bjoern Menze, and Luciano M Prevedello. 2021a · 2021
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Multiple sclerosis new lesions segmentation challenge
Frédéric Cervenansky, Olivier Commowick, François Cotton, Michel Dojat, and Gilles Edan). 2021 · 2021
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PAIP2021: Perineural Invasion in Multiple Organ Cancer (Colon, Prostate, and Pancreatobiliary tract)
Jinwook Choi, Kyoungbun Lee, Won-Ki Jeong, and Se Young Chun. 2021 · 2021
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SARAS challenge on Multi-domain Endoscopic Surgeon Action Detection
Fabio Cuzzolin, Vivek Singh Bawa, Inna Skarga-Bandurova, Mohamed Mohamed, Jackson Ravindran Charles, Elettra Oleari, Alice Leporini, Carmela Landolfo, Armando Stabile, Francesco Setti, and Riccardo Muradore. 2021 · 2021
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Cross-Modality Domain Adaptation for Medical Image Segmentation
Reuben Dorent, Aaron Kujawa, Jonathan Shapey, Samuel Joutard, Jorge Cardoso, Marc Modat, Nicola Rieke, Ben Glocker, Spyridon Bakas, and Tom Vercauteren. 2021 · 2021
Earlier work this paper cites.
Deep Generative Model Challenge for Domain Adaptation in Surgery 2021
Sandy Engelhardt, Anirban Mukhopadhyay, Raffaele De Simone, Lalith Sharan, Antonia Stern, Julian Brand, and Henry Krumb. 2021 · 2021
Cited alongside, same era.
Brain MRI reconstruction challenge with realistic noise
Melanie Ganz and Hannah Eichhorn. 2021 · 2021
Cited alongside, same era.
Diffusion-Simulated Connectivity Challenge
Gabriel Girard, Emmanuel Caruyer, Jonathan Rafael-Patino, Marco Pizzolato, Raphaël Truffet, and Jean-Philippe Thiran. 2021 · 2021
Cited alongside, same era.
Learn2Reg - The Challenge (2021)
Mattias Heinrich, Adrian Dalca, Lasse Hansen, Alessa Hering, Bennett Landman, Keelin Murphy, and Bram van Ginneken. 2021 · 2021
Cited alongside, same era.
2021 Kidney and Kidney Tumor Segmentation Challenge
Nicholas Heller, Nikolaos Papanikolopoulos, and Christopher Weight. 2020 · 2021
Cited alongside, same era.
Towards the Automatization of Cranial Implant Design in Cranioplasty: 2nd MICCAI Challenge on Automatic Cranial Implant Design
Endoscopic Vision Challenge 2021
Stefanie Speidel, Lena Maier-Hein, Danail Stoyanov, Sebastian Bodenstedt, Martin Wagner, Beat Müller, Jonathan Chen, Benjamin Müller, Franziska Mathis-Ullrich, Paul Scheikl, Jorge Bernal, Aymeric Histache, Gloria Fernandes-Esparrach, Xavier Dray, Sophia Bano, Alessandro Casella, Francisco Vasconcelos, Sara Moccia, Chinedu Nwoye, Deepak Alapatt, Armine Vardazaryan, Nicolas Padoy, Arnaud Huaulme, Kanako Harada, Pierre Jannin, Aneeq Zia, Kiran Bhattacharyya, Xi Liu, Ziheng Wang, and Anthony Jarc. 2021 · 2021
Later among the works it cites.
Foot Ulcer Segmentation Challenge 2021
Chuanbo Wang, Behrouz Rostami, Jeffrey Niezgoda, Sandeep Gopalakrishnan, and Zeyun Yu. 2021 · 2021
Later among the works it cites.
Diabetic Foot Ulcers Grand Challenge 2021
Moi Hoon Yap, Neil Reeves, Andrew Boulton, Satyan Rajbhandari, David Armstrong, Arun G. Maiya, Bijan Najafi, Eibe Frank, and Justina Wu. 2020 · 2021
Later among the works it cites.
Carotid Vessel Wall Segmentation Challenge
Chun Yuan, Li Chen, Niranjan Balu, Mahmud Mossa-Basha, Jenq-Neng, David Saloner, and Peter Douglas. 2021 · 2021
Later among the works it cites.
A-AFMA - Grand Challenge
A-AFMA. 2001 · 2022
Closest in time.
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Jianning Li, Oldřich Kodym, David G. Ellis, Michal Španl, Michele R. Aizenberg, Victor Alves, Gord von Campe, and Jan Egger. 2021 · 2021
Cited alongside, same era.
Fast and Low GPU Memory Abdominal Organ Segmentation in CT
Jun Ma, Song Gu, Yao Zhang, Xingle An, Cheng Zhu, Congcong Wang, Cheng Ge, Liwen Zou, Qiongjie Zhu, Guoqiang Dong, Jian He, and Xiaoping Yang. 2021 · 2021
Cited alongside, same era.
Multi-Disease, Multi-View & Multi-Center Right Ventricular Segmentation in Cardiac MRI (M&Ms-2)
Carlos Martín-Isla, José F. Rodríguez Palomares, Andrea Guala, Sergio Escalera, and Karim Lekadir. 2021 · 2021
Cited alongside, same era.
Quantification of Uncertainties in Biomedical Image Quantification 2021
Bjoern Menze, Leo Joskowicz, Spyridon Bakas, Andras Jakab, Ender Konukoglu, Anton Becker, Amber Simpson, and Richard Do. 2021 · 2021
Cited alongside, same era.
Fetal Brain Tissue Annotation and Segmentation Challenge
Kelly Payette, Priscille de Dumast, Andras Jakab, Meritxell Bach Cuadra, Lana Vasung, Roxane Licandro, Bjoern Menze, and Hongwei Li. 2021 · 2021
Cited alongside, same era.
Medical Out-of-Distribution Analysis Challenge 2021
Jens Petersen, Gregor Köhler, Paul Jäger, Peter Full, David Zimmerer, Klaus Maier-Hein, Tobias Roß, Tim Adler, Annika Reinke, and Lena Maier-Hein. 2021 · 2021
Cited alongside, same era.
SegPC-2021 - Grand Challenge
SegPC-2021. 2001 · 2021
Cited alongside, same era.
Sharib Ali, Noha Ghatwary, Debesh Jha, Ece Isik-Polat, Gorkem Polat, Chen Yang, Wuyang Li, Adrian Galdran, Miguel-Ángel González Ballester, Vajira Thambawita, et al · 2022
Closest in time.
6th Cell Tracking Challenge Edition at ISBI 2021 – Cell Tracking Challenge
CTC. 2001 · 2022
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MitoEM - Grand Challenge
MitoEM. 2001 · 2022
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CholecTriplet2021: A benchmark challenge for surgical action triplet recognition
Chinedu Innocent Nwoye, Deepak Alapatt, Tong Yu, Armine Vardazaryan, Fangfang Xia, Zixuan Zhao, Tong Xia, Fucang Jia, Yuxuan Yang, Hao Wang, et al · 2022
Closest in time.
RIADD (ISBI-2021) - Grand Challenge
RIADD. 2001 · 2022
Closest in time.
Why is the winner the best?. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition . 19955–19966
Matthias Eisenmann, Annika Reinke, Vivienn Weru, Minu D Tizabi, Fabian Isensee, Tim J Adler, Sharib Ali, Vincent Andrearczyk, Marc Aubreville, Ujjwal Baid, et al · 2023
Closest in time.
The multimodal brain tumor image segmentation benchmark (BRATS)
Bjoern H Menze, Andras Jakab, Stefan Bauer, Jayashree Kalpathy-Cramer, Keyvan Farahani, Justin Kirby, Yuliya Burren, Nicole Porz, Johannes Slotboom, Roland Wiest, et al · 2024
Closest in time.