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Evaluation of registration methods on thoracic CT: the EMPIRE10 challenge.
Murphy K., Van Ginneken B., Reinhardt J. M., Kabus S., Ding K., Deng X., Cao K., Du K., Christensen G. E., Garcia V. et al
IEEE Transactions on Medical Imaging 30, 11 (2011) 1901-20 - http://www.hal.inserm.fr/inserm-00607794
(21632295)
Evaluation of registration methods on thoracic CT: the EMPIRE10 challenge.
Keelin Murphy1, Bram Van Ginneken () 1, Joseph Reinhardt2, Sven Kabus3, Kai Ding2, Xiang Deng4, Kunlin Cao2, 5, Kaifang Du2, Gary Christensen2, Vincent Garcia6, Tom Vercauteren7, Nicholas Ayache8, Olivier Commowick9, Grégoire Malandain8, Ben Glocker10, Nikolaos Paragios11, 12, Nassir Navab10, Vladlena Gorbunova13, Jon Sporring13, Marleen De Bruijne13, 14, Xiao Han15, Mattias Heinrich16, 17, Julia Schnabel16, Mark Jenkinson17, Cristian Lorenz3, Marc Modat18, Jamie Mcclelland18, Sébastien Ourselin18, Sacha Muenzing1, Max Viergever1, Dante De Nigris19, Louis Collins20, 21, Tal Arbel19, Marta Peroni22, Rui Li22, Gregory Sharp22, Alexander Schmidt-Richberg23, Jan Ehrhardt23, René Werner23, Dirk Smeets24, Dirk Loeckx24, Gang Song25, Nicholas Tustison26, Brian Avants25, James Gee25, Marius Staring27, Stefan Klein14, Berend Stoel27, Martin Urschler28, Manuel Werlberger28, Jef Vandemeulebroucke29, Simon Rit30, David Sarrut29, Josien Pluim1
1 :  ISI - Image sciences institute - University of Utrecht
http://www.isi.uu.nl/Portal/
University Medical Center Utrecht
Image Sciences Institute University Medical Center Utrecht Q.S.459 P.O. Box 85500 3508 GA Utrecht The Netherlands
Pays-Bas
2 :  Department of Electrical and Computer Engineering [Iowa]
University of Iowa
The University of Iowa, 4016 Seamans Center for the Engineering Arts and Sciences, Iowa City, Iowa, 52242
États-Unis
3 :  Philips Research [Germany]
http://www.research.philips.com/locations/hamburg.html
Philips Research
Röntgenstrasse 24-26 22335 Hamburg, Germany
Allemagne
4 :  Siemens [Beijing]
China Corporate Technology
7, Wangjing Zhonghuan nanlu, Chaoyang District Beijing 100102
Chine
5 :  State Key Laboratory of Chemical Engineering (Polymerization Division)
Zhejiang University
Institute of Polymer Engineering, Department of Chemical and Biochemical Engineering, College of Material Science and Chemical Engineering, Zhejiang University, Hangzhou 310027
Chine
6 :  INSP - Institut des Nanosciences de Paris
http://www.insp.upmc.fr
CNRS : UMR7588 – Université Pierre et Marie Curie (UPMC) - Paris VI
Université Pierre et Marie Curie Case 840 4 place Jussieu 75252 Paris Cedex 05
France
7 :  Mauna Kea Technologies
http://maunakeatech.com
Mauna Kea Technologies
9, rue d'Enghien 75010 Paris
France
8 :  INRIA Sophia Antipolis - ASCLEPIOS
http://www-sop.inria.fr/asclepios
INRIA
2004 route des lucioles, BP93 06902 Sophia Antipolis Cedex
France
9 :  VISAGES - VISAGES : Vision Action et Gestion d'Informations en Santé
http://www.inria.fr/equipes/visages
INSERM : U746 – CNRS : UMR6074 – INRIA – Université de Rennes 1
IRISA, campus de Beaulieu F-35042 Rennes
France
10 :  CAMPAR - Computer Aided Medical Procedures & Augmented Reality
http://campar.in.tum.de/WebHome
Technische Universität München (TUM)
Technische Universität München Arcisstrasse 21 80333 München Germany Telephone: +49-89-289-01 Telefax: +49-89-289-22000
Allemagne
11 :  INRIA Saclay - Ile de France - GALEN
INRIA – Ecole Centrale Paris
Laboratoire MAS Ecole Centrale de Paris Grande Voie des Vignes 92295 Chatenay-Malabry Cedex
France
12 :  MAS - Mathématiques Appliquées aux Systèmes - EA 4037
http://www.mas.ecp.fr/
Ecole Centrale Paris
Grande Voie des Vignes 92295 Châtenay-Malabry
France
13 :  DIKU - Department of computer Science [Copenhagen]
http://www.diku.dk/
University of Copenhagen
University of Copenhagen Department of Computer Science (DIKU) Nørre Campus Universitetsparken 1 DK-2100 Copenhagen Ø Denmark
Danemark
14 :  BIG - Biomedical Imaging Group [Rotterdam]
http://www.bigr.nl/website/index.php
Erasmus MC – University Medical Center Rotterdam
Erasmus MC - University Medical Center Rotterdam Departments of Medical Informatics and Radiology P.O. Box 2040, 3000 CA Rotterdam, the Netherlands
Pays-Bas
15 :  CMS Software
http://www.elekta.com/
Elekta Inc.
États-Unis
16 :  Institute of Biomedical Engineering [Oxford]
http://www.ibme.ox.ac.uk/
Department of Engineering Science – University of Oxford
Department of Engineering Science Old Road Campus Research Building University of Oxford Headington Oxford OX3 7DQ, UK
Royaume-Uni
17 :  Department of Clinical Neurology [Oxford]
FMRIB Centre – University of Oxford – John Radcliffe Hospital
University of Oxford Department of Clinical Neurology, Level 6, West Wing, John Radcliffe Hospital, Headley Way,Oxford OX3 9DU, UK
Royaume-Uni
18 :  CMIC - Centre for Medical Image Computing
http://cmic.cs.ucl.ac.uk/home/
University College of London (UCL)
Centre for Medical Image Computing The Malet Place Engineering Building University College London Gower Street London WC1E 6BT
Royaume-Uni
19 :  CIM - Centre for Intelligent Machines
http://www.cim.mcgill.ca
McGill University
Centre for Intelligent Machines, McGill University, 817 Sherbrooke Street West, Montreal, Canada H3A 2K6
Canada
20 :  Montreal Neurological Institute
McGill University
3801 University Street, Montréal, Québec, H3A 2B4
Canada
21 :  MNI - McConnell Brain Imaging Centre
http://www.bic.mni.mcgill.ca/
Montreal Neurological Institute – McGill University
3801 University Street Montreal Quebec
Canada
22 :  MGH - Massachusetts General Hospital
http://www.massgeneral.org/
Massachusetts General Hospital
Massachusetts General Hospital 55 Fruit Street Boston, MA 02114
États-Unis
23 :  Institute of Medical Informatics [Lübeck]
University of Lübeck
Lübeck, Germany
Allemagne
24 :  Medical imaging research center [Leuven]
https://mirc.uzleuven.be/MedicalImagingCenter/about.php
K.U. LEUVEN – Faculty of Engineering
University Hospital Gasthuisberg Herestraat 49 - bus 7003 B-3000 Leuven Belgium
Belgique
25 :  PICSL - Penn Image Computing & Science Lab
http://picsl.upenn.edu/
University of Pennsylvania
Penn Image Computing and Science Lab, Department of Radiology, University of Pennsylvania, 3600 Market Street, Suite 370, Philadelphia, PA 19104
États-Unis
26 :  Department of radiology and medical imaging [Charlottesville]
http://www.medicine.virginia.edu/clinical/departments/radiology/home
University of Virginia
PO Box 800170 [FedEx:1215 Lee Street-New Hospital] Charlottesville, VA 22908
États-Unis
27 :  Division of image processing [Leiden]
Department of Radiology – Leiden University Medical Center (LUMC)
Leiden University Medical Center Building 1, Room C3-51 Postzone C2S P.O. Box 9600 2300 RC Leiden The Netherlands
Pays-Bas
28 :  ICG - Institute for Computer Graphics and Vision [Graz]
http://www.icg.tu-graz.ac.at/
Graz University of Technology
Institute for Computer Graphics and Vision Graz University of Technology Inffeldgasse 16 A-8010 Graz, Austria
Autriche
29 :  CREATIS - Centre de recherche en applications et traitement de l'image pour la santé
http://www.creatis.insa-lyon.fr/
Institut National des Sciences Appliquées (INSA) – CNRS : UMR5220 – Université Claude Bernard - Lyon I – INSERM : U1044 – Hospices Civils de Lyon
7 avenue Jean Capelle, Bat Blaise Pascal, 69621 Villeurbanne Cedex
France
30 :  LIRIS - Laboratoire d'InfoRmatique en Images et Systèmes d'Information
http://liris.cnrs.fr/
CNRS : UMR5205 – Université Claude Bernard - Lyon I – Université Lumière - Lyon II – Institut National des Sciences Appliquées (INSA) - Lyon – Ecole Centrale de Lyon
Blaise PASCAL 69621 VILLEURBANNE CEDEX
France
EMPIRE10 (Evaluation of Methods for Pulmonary Image REgistration 2010) is a public platform for fair and meaningful comparison of registration algorithms which are applied to a database of intrapatient thoracic CT image pairs. Evaluation of nonrigid registration techniques is a nontrivial task. This is compounded by the fact that researchers typically test only on their own data, which varies widely. For this reason, reliable assessment and comparison of different registration algorithms has been virtually impossible in the past. In this work we present the results of the launch phase of EMPIRE10, which comprised the comprehensive evaluation and comparison of 20 individual algorithms from leading academic and industrial research groups. All algorithms are applied to the same set of 30 thoracic CT pairs. Algorithm settings and parameters are chosen by researchers expert in the configuration of their own method and the evaluation is independent, using the same criteria for all participants. All results are published on the EMPIRE10 website (http://empire10.isi.uu.nl). The challenge remains ongoing and open to new participants. Full results from 24 algorithms have been published at the time of writing. This paper details the organization of the challenge, the data and evaluation methods and the outcome of the initial launch with 20 algorithms. The gain in knowledge and future work are discussed.
Sciences du Vivant/Ingénierie biomédicale
Informatique/Imagerie médicale
Anglais
1558-254X

Articles dans des revues avec comité de lecture
10.1109/TMI.2011.2158349
IEEE Transactions on Medical Imaging (IEEE Trans Med Imaging)
Publisher Institute of Electrical and Electronics Engineers (IEEE)
ISSN 0278-0062 
internationale
11/2011
31/05/2011
30
11
1901-20

Registration – Chest – Computed Tomography – Evaluation
Algorithms – Animals – Databases – Factual – Lung – Observer Variation – Radiographic Image Enhancement – Radiographic Image Interpretation – Computer-Assisted – Radiography – Thoracic – Reference Standards – Reproducibility of Results – Sensitivity and Specificity – Sheep – Software Validation – Thorax – Tomography – X-Ray Computed

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