The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre...
The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients
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Baheti, Bhakti , Chakrabarty, Satrajit , Akbari, Hamed , Bilello, Michel , Wiestler, Benedikt , Schwarting, Julian , Calabrese, Evan , Rudie, Jeffrey , Abidi, Syed , Mousa, Mina , Villanueva-Meyer, Javier , Fields, Brandon K K , Kofler, Florian , Russell Takeshi Shinohara , Iglesias, Juan Eugenio , Mok, Tony C W , Chung, Albert C S , Wodzinski, Marek , Jurgas, Artur , Marini, Niccolo , Atzori, Manfredo , Muller, Henning , Grobroehmer, Christoph , Siebert, Hanna , Hansen, Lasse , Heinrich, Mattias P , Canalini, Luca , Klein, Jan , Gerken, Annika , Heldmann, Stefan , Hering, Alessa , Hahn, Horst K , Meng, Mingyuan , Bi, Lei , Dagan Feng , Kim, Jinman , Zeineldin, Ramy A , Karar, Mohamed E , Mathis-Ullrich, Franziska , Burgert, Oliver , Abderezaei, Javid , Pionteck, Aymeric , Chopra, Agamdeep , Kurt, Mehmet , Yan, Kewei , Yan, Yonghong , Tang, Zhe , Ma, Jianqiang , Nasser, Sahar Almahfouz , Nikhil Cherian Kurian , Meena, Mohit , Shamsi, Saqib , Sethi, Amit , Tustison, Nicholas J , Avants, Brian B , Cook, Philip , Gee, James C , Lin, Tian , Hastings, Greer , Niethammer, Marc , Hoopes, Andrew , Hoffmann, Malte , Dalca, Adrian V , Christodoulidis, Stergios , Estiene, Theo , Vakalopoulou, Maria , Paragios, Nikos , Marcus, Daniel S , Davatzikos, Christos , Sotiras, Aristeidis , Menze, Bjoern , Bakas, Spyridon and Waldmannstetter, Diana
Publisher
Ithaca: Cornell University Library, arXiv.org
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English
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Publisher
Ithaca: Cornell University Library, arXiv.org
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Contents
Registration of longitudinal brain MRI scans containing pathologies is challenging due to dramatic changes in tissue appearance. Although there has been progress in developing general-purpose medical image registration techniques, they have not yet attained the requisite precision and reliability for this task, highlighting its inherent complexity. Here we describe the Brain Tumor Sequence Registration (BraTS-Reg) challenge, as the first public benchmark environment for deformable registration algorithms focusing on estimating correspondences between pre-operative and follow-up scans of the same patient diagnosed with a diffuse brain glioma. The BraTS-Reg data comprise de-identified multi-institutional multi-parametric MRI (mpMRI) scans, curated for size and resolution according to a canonical anatomical template, and divided into training, validation, and testing sets. Clinical experts annotated ground truth (GT) landmark points of anatomical locations distinct across the temporal domain. Quantitative evaluation and ranking were based on the Median Euclidean Error (MEE), Robustness, and the determinant of the Jacobian of the displacement field. The top-ranked methodologies yielded similar performance across all evaluation metrics and shared several methodological commonalities, including pre-alignment, deep neural networks, inverse consistency analysis, and test-time instance optimization per-case basis as a post-processing step. The top-ranked method attained the MEE at or below that of the inter-rater variability for approximately 60% of the evaluated landmarks, underscoring the scope for further accuracy and robustness improvements, especially relative to human experts. The aim of BraTS-Reg is to continue to serve as an active resource for research, with the data and online evaluation tools accessible at https://bratsreg.github.io/....
Alternative Titles
Full title
The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients
Authors, Artists and Contributors
Author / Creator
Chakrabarty, Satrajit
Akbari, Hamed
Bilello, Michel
Wiestler, Benedikt
Schwarting, Julian
Calabrese, Evan
Rudie, Jeffrey
Abidi, Syed
Mousa, Mina
Villanueva-Meyer, Javier
Fields, Brandon K K
Kofler, Florian
Russell Takeshi Shinohara
Iglesias, Juan Eugenio
Mok, Tony C W
Chung, Albert C S
Wodzinski, Marek
Jurgas, Artur
Marini, Niccolo
Atzori, Manfredo
Muller, Henning
Grobroehmer, Christoph
Siebert, Hanna
Hansen, Lasse
Heinrich, Mattias P
Canalini, Luca
Klein, Jan
Gerken, Annika
Heldmann, Stefan
Hering, Alessa
Hahn, Horst K
Meng, Mingyuan
Bi, Lei
Dagan Feng
Kim, Jinman
Zeineldin, Ramy A
Karar, Mohamed E
Mathis-Ullrich, Franziska
Burgert, Oliver
Abderezaei, Javid
Pionteck, Aymeric
Chopra, Agamdeep
Kurt, Mehmet
Yan, Kewei
Yan, Yonghong
Tang, Zhe
Ma, Jianqiang
Nasser, Sahar Almahfouz
Nikhil Cherian Kurian
Meena, Mohit
Shamsi, Saqib
Sethi, Amit
Tustison, Nicholas J
Avants, Brian B
Cook, Philip
Gee, James C
Lin, Tian
Hastings, Greer
Niethammer, Marc
Hoopes, Andrew
Hoffmann, Malte
Dalca, Adrian V
Christodoulidis, Stergios
Estiene, Theo
Vakalopoulou, Maria
Paragios, Nikos
Marcus, Daniel S
Davatzikos, Christos
Sotiras, Aristeidis
Menze, Bjoern
Bakas, Spyridon
Waldmannstetter, Diana
Identifiers
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Record Identifier
TN_cdi_proquest_journals_2610235563
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2610235563
Other Identifiers
E-ISSN
2331-8422