Literature DB >> 31425023

Evaluation of MRI to Ultrasound Registration Methods for Brain Shift Correction: The CuRIOUS2018 Challenge.

Yiming Xiao, Hassan Rivaz, Matthieu Chabanas, Maryse Fortin, Ines Machado, Yangming Ou, Mattias P Heinrich, Julia A Schnabel, Xia Zhong, Andreas Maier, Wolfgang Wein, Roozbeh Shams, Samuel Kadoury, David Drobny, Marc Modat, Ingerid Reinertsen.   

Abstract

In brain tumor surgery, the quality and safety of the procedure can be impacted by intra-operative tissue deformation, called brain shift. Brain shift can move the surgical targets and other vital structures such as blood vessels, thus invalidating the pre-surgical plan. Intra-operative ultrasound (iUS) is a convenient and cost-effective imaging tool to track brain shift and tumor resection. Accurate image registration techniques that update pre-surgical MRI based on iUS are crucial but challenging. The MICCAI Challenge 2018 for Correction of Brain shift with Intra-Operative UltraSound (CuRIOUS2018) provided a public platform to benchmark MRI-iUS registration algorithms on newly released clinical datasets. In this work, we present the data, setup, evaluation, and results of CuRIOUS 2018, which received 6 fully automated algorithms from leading academic and industrial research groups. All algorithms were first trained with the public RESECT database, and then ranked based on a test dataset of 10 additional cases with identical data curation and annotation protocols as the RESECT database. The article compares the results of all participating teams and discusses the insights gained from the challenge, as well as future work.

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Year:  2019        PMID: 31425023      PMCID: PMC7611407          DOI: 10.1109/TMI.2019.2935060

Source DB:  PubMed          Journal:  IEEE Trans Med Imaging        ISSN: 0278-0062            Impact factor:   10.048


  19 in total

1.  DRAMMS: Deformable registration via attribute matching and mutual-saliency weighting.

Authors:  Yangming Ou; Aristeidis Sotiras; Nikos Paragios; Christos Davatzikos
Journal:  Med Image Anal       Date:  2010-07-17       Impact factor: 8.545

2.  Automatic non-linear MRI-ultrasound registration for the correction of intra-operative brain deformations.

Authors:  Tal Arbel; Xavier Morandi; Roch M Comeau; D Louis Collins
Journal:  Comput Aided Surg       Date:  2004

3.  Automatic Intraoperative Correction of Brain Shift for Accurate Neuronavigation.

Authors:  Daniel Høyer Iversen; Wolfgang Wein; Frank Lindseth; Geirmund Unsgård; Ingerid Reinertsen
Journal:  World Neurosurg       Date:  2018-09-11       Impact factor: 2.104

4.  Comparative evaluation of registration algorithms in different brain databases with varying difficulty: results and insights.

Authors:  Yangming Ou; Hamed Akbari; Michel Bilello; Xiao Da; Christos Davatzikos
Journal:  IEEE Trans Med Imaging       Date:  2014-06-13       Impact factor: 10.048

5.  Global registration of ultrasound to MRI using the LC2 metric for enabling neurosurgical guidance.

Authors:  Wolfgang Wein; Alexander Ladikos; Bernhard Fuerst; Amit Shah; Kanishka Sharma; Nassir Navab
Journal:  Med Image Comput Comput Assist Interv       Date:  2013

6.  Automatic deformable MR-ultrasound registration for image-guided neurosurgery.

Authors:  Hassan Rivaz; Sean Jy-Shyang Chen; D Louis Collins
Journal:  IEEE Trans Med Imaging       Date:  2014-09-17       Impact factor: 10.048

7.  Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain.

Authors:  B B Avants; C L Epstein; M Grossman; J C Gee
Journal:  Med Image Anal       Date:  2007-06-23       Impact factor: 8.545

8.  Clinical validation of vessel-based registration for correction of brain-shift.

Authors:  I Reinertsen; F Lindseth; G Unsgaard; D L Collins
Journal:  Med Image Anal       Date:  2007-06-30       Impact factor: 8.545

9.  REtroSpective Evaluation of Cerebral Tumors (RESECT): A clinical database of pre-operative MRI and intra-operative ultrasound in low-grade glioma surgeries.

Authors:  Yiming Xiao; Maryse Fortin; Geirmund Unsgård; Hassan Rivaz; Ingerid Reinertsen
Journal:  Med Phys       Date:  2017-05-16       Impact factor: 4.071

10.  3D Rigid Registration of Intraoperative Ultrasound and Preoperative MR Brain Images Based on Hyperechogenic Structures.

Authors:  Pierrick Coupé; Pierre Hellier; Xavier Morandi; Christian Barillot
Journal:  Int J Biomed Imaging       Date:  2012-01-19
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  10 in total

1.  Deformable MRI-Ultrasound registration using correlation-based attribute matching for brain shift correction: Accuracy and generality in multi-site data.

Authors:  Inês Machado; Matthew Toews; Elizabeth George; Prashin Unadkat; Walid Essayed; Jie Luo; Pedro Teodoro; Herculano Carvalho; Jorge Martins; Polina Golland; Steve Pieper; Sarah Frisken; Alexandra Golby; William Wells Iii; Yangming Ou
Journal:  Neuroimage       Date:  2019-08-22       Impact factor: 6.556

2.  Automatic segmentation of brain tumor resections in intraoperative ultrasound images using U-Net.

Authors:  François-Xavier Carton; Matthieu Chabanas; Florian Le Lann; Jack H Noble
Journal:  J Med Imaging (Bellingham)       Date:  2020-02-18

3.  Differentiation of Human GBM From Non-GBM Brain Tissue With Polarization Imaging Technique.

Authors:  Yi-Rong Liu; Hong-Hui He; Jian Wu
Journal:  Front Oncol       Date:  2022-04-28       Impact factor: 5.738

4.  Effect of the Samples' Surface With Complex Microscopic Geometry on 3 × 3 Mueller Matrix Measurement of Tissue Bulks.

Authors:  Yi-Rong Liu; Wei-Zheng Sun; Jian Wu
Journal:  Front Bioeng Biotechnol       Date:  2022-03-09

5.  The Essential Role of Open Data and Software for the Future of Ultrasound-Based Neuronavigation.

Authors:  Ingerid Reinertsen; D Louis Collins; Simon Drouin
Journal:  Front Oncol       Date:  2021-02-02       Impact factor: 6.244

6.  SynthMorph: Learning Contrast-Invariant Registration Without Acquired Images.

Authors:  Malte Hoffmann; Benjamin Billot; Douglas N Greve; Juan Eugenio Iglesias; Bruce Fischl; Adrian V Dalca
Journal:  IEEE Trans Med Imaging       Date:  2022-03-02       Impact factor: 11.037

7.  Learning a Metric for Multimodal Medical Image Registration without Supervision Based on Cycle Constraints.

Authors:  Hanna Siebert; Lasse Hansen; Mattias P Heinrich
Journal:  Sensors (Basel)       Date:  2022-02-01       Impact factor: 3.576

8.  Nursing Analysis Based on Medical Imaging Technology before and after Coronary Angiography in Cardiovascular Medicine.

Authors:  Qin Li; Yangyang Yuan; Guangyu Song; Yonghua Liu
Journal:  Appl Bionics Biomech       Date:  2022-04-15       Impact factor: 1.664

Review 9.  Intraoperative MR Imaging during Glioma Resection.

Authors:  Mitsunori Matsumae; Jun Nishiyama; Kagayaki Kuroda
Journal:  Magn Reson Med Sci       Date:  2021-12-09       Impact factor: 2.760

10.  Photoacoustic-MR Image Registration Based on a Co-Sparse Analysis Model to Compensate for Brain Shift.

Authors:  Parastoo Farnia; Bahador Makkiabadi; Maysam Alimohamadi; Ebrahim Najafzadeh; Maryam Basij; Yan Yan; Mohammad Mehrmohammadi; Alireza Ahmadian
Journal:  Sensors (Basel)       Date:  2022-03-21       Impact factor: 3.576

  10 in total

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