Student or educator? Sign up with your school email and get 6 months of Pro free.
Cited by 440

The DOI matches its Crossref record; 3 of the 3 references it cites were found in a registry or an index.

Evaluation of Registration Methods on Thoracic CT: The EMPIRE10 Challenge

Open access
Murphy, Keelin, van Ginneken, Bram, Reinhardt, Joseph M., Kabus, Sven, Ding, Kai, Deng, Xiang, Cao, Kunlin, Du, Kaifang, Christensen, Gary E., Garcia, Vincent, Vercauteren, Tom, Ayache, Nicholas, Commowick, Olivier, Malandain, Grégoire, Glocker, Ben, Paragios, Nikos, Navab, Nassir, Gorbunova, Vladlena, Sporring, Jon, de Bruijne, Marleen, Han, Xiao, Heinrich, Mattias P., Schnabel, Julia A., Jenkinson, Mark, Lorenz, Cristian, Modat, Marc, McClelland, Jamie R., Ourselin, Sébastien, Muenzing, Sascha E. A., Viergever, Max A., De Nigris, Dante, Collins, D. Louis, Arbel, Tal, Peroni, Marta, Li, Rui, Sharp, Gregory C., Schmidt-Richberg, Alexander, Ehrhardt, Jan, Werner, René, Smeets, Dirk, Loeckx, Dirk, Song, Gang, Tustison, Nicholas, Avants, Brian, Gee, James C., Staring, Marius, Klein, Stefan, Stoel, Berend C., Urschler, Martin, Werlberger, Manuel, Vandemeulebroucke, Jef, Rit, Simon, Sarrut, David, Pluim, Josien P. W.·2011·IEEE Transactions on Medical Imaging

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.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1109/tmi.2011.2158349

Cites

3 of 3 references verified0 citation errors · 0 not checkable

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Show all 3 references

Cited by

See all 440

Metadata

Authors
Murphy, K., van Ginneken, B., Reinhardt, J. M., Kabus, S., Ding, K., Deng, X., Cao, K., Du, K., Christensen, G. E., Garcia, V., Vercauteren, T., Ayache, N., Commowick, O., Malandain, G., Glocker, B., Paragios, N., Navab, N., Gorbunova, V., Sporring, J., de Bruijne, M., Han, X., Heinrich, M. P., Schnabel, J. A., Jenkinson, M., Lorenz, C., Modat, M., McClelland, J. R., Ourselin, S., Muenzing, S. E. A., Viergever, M. A., De Nigris, D., Collins, D. L., Arbel, T., Peroni, M., Li, R., Sharp, G. C., Schmidt-Richberg, A., Ehrhardt, J., Werner, R., Smeets, D., Loeckx, D., Song, G., Tustison, N., Avants, B., Gee, J. C., Staring, M., Klein, S., Stoel, B. C., Urschler, M., Werlberger, M., Vandemeulebroucke, J., Rit, S., Sarrut, D., & Pluim, J. P. W.
Venue
IEEE Transactions on Medical Imaging
Published
2011-11
Volume
30
Issue
11
Pages
1901-1920
ISSN
  • 0278-0062 (ISSN-L)
  • 1558-254X
OpenAlex
W2126393454
Cited by
440
References
3
FWCI
41.06
Type
journal article
Language
en
Open access
green

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

How to cite

Cite CoChat for the checks on this page, and the paper for its own findings.

This page
CoChat. (2026). Citation check: Evaluation of Registration Methods on Thoracic CT: The EMPIRE10 Challenge. https://app.cochat.ai/papers/10.1109/tmi.2011.2158349
The paper
Murphy, K., van Ginneken, B., Reinhardt, J. M., Kabus, S., Ding, K., Deng, X., Cao, K., Du, K., Christensen, G. E., Garcia, V., Vercauteren, T., Ayache, N., Commowick, O., Malandain, G., Glocker, B., Paragios, N., Navab, N., Gorbunova, V., Sporring, J., . . . Pluim, J. P. W. (2011). Evaluation of Registration Methods on Thoracic CT: The EMPIRE10 Challenge. IEEE Transactions on Medical Imaging. https://doi.org/10.1109/tmi.2011.2158349

Data sources

Bibliographic data: Semantic Scholar, OpenAlex, Crossref.

Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.