Evaluation of Registration Methods on Thoracic CT: The EMPIRE10 Challenge

Keelin Murphy(University Medical Center Utrecht), Bram van Ginneken(Radboud University Nijmegen), Joseph M. Reinhardt(University of Iowa), Sven Kabus(Philips (Germany)), Kai Ding(University of Iowa), Xiang Deng(Siemens (China)), Kunlin Cao(University of Iowa), Kaifang Du(University of Iowa), Gary E. Christensen(University of Iowa), Vincent Garcia(Institut national de recherche en sciences et technologies du numérique), Tom Vercauteren(Mauna Kea Technologies (France)), Nicholas Ayache(Institut national de recherche en sciences et technologies du numérique), Olivier Commowick(Institut national de recherche en sciences et technologies du numérique), Grégoire Malandain(Institut national de recherche en sciences et technologies du numérique), Ben Glocker, Nikos Paragios(Institut national de recherche en sciences et technologies du numérique), Nassir Navab, Vladlena Gorbunova(University of Copenhagen), Jon Sporring(University of Copenhagen), Marleen de Bruijne(University of Copenhagen), Xiao Han(Elekta (Switzerland)), Mattias P. Heinrich‬(University of Oxford), Julia A. Schnabel(University of Oxford), Mark Jenkinson(University of Oxford), Christian D. Lorenz(Philips (Germany)), Marc Modat(University College London), Jamie R. McClelland(University College London), Sébastien Ourselin(University College London), Sascha E.A. Muenzing(University Medical Center Utrecht), Max A. Viergever(University Medical Center Utrecht), Dante De Nigris(McGill University), D. Louis Collins(McGill University), Tal Arbel(McGill University), M. Peroni(Massachusetts General Hospital), Rui Li(Massachusetts General Hospital), G Sharp(Massachusetts General Hospital), Alexander Schmidt-Richberg, Jan Ehrhardt, René Werner, Dirk Smeets(KU Leuven), Dirk Loeckx(KU Leuven), Gang Song(University of Pennsylvania), Nicholas J. Tustison(University of Virginia), Brian Avants(University of Pennsylvania), James C. Gee(University of Pennsylvania), Marius Staring(Leiden University Medical Center), Stefan Klein(Erasmus MC), Berend C. Stoel(Leiden University Medical Center), Martin Urschler(Graz University of Technology), Manuel Werlberger(Graz University of Technology), Jef Vandemeulebroucke(Université Claude Bernard Lyon 1), Simon Rit(Université Claude Bernard Lyon 1), David Sarrut(Université Claude Bernard Lyon 1), Josien P. W. Pluim(University Medical Center Utrecht)
IEEE Transactions on Medical Imaging
June 7, 2011
Cited by 441

Abstract

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.


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