Literature DB >> 24729043

A stationary wavelet transform based approach to registration of planning CT and setup cone beam-CT images in radiotherapy.

Jun-Min Deng1, Hai-Zhen Yue, Zhi-Zheng Zhuo, Hua-Gang Yan, Di Liu, Hai-Yun Li.   

Abstract

Image registration between planning CT images and cone beam-CT (CBCT) images is one of the key technologies of image guided radiotherapy (IGRT). Current image registration methods fall roughly into two categories: geometric features-based and image grayscale-based. Mutual information (MI) based registration, which belongs to the latter category, has been widely applied to multi-modal and mono-modal image registration. However, the standard mutual information method only focuses on the image intensity information and overlooks spatial information, leading to the instability of intensity interpolation. Due to its use of positional information, wavelet transform has been applied to image registration recently. In this study, we proposed an approach to setup CT and cone beam-CT (CBCT) image registration in radiotherapy based on the combination of mutual information (MI) and stationary wavelet transform (SWT). Firstly, SWT was applied to generate gradient images and low frequency components produced in various levels of image decomposition were eliminated. Then inverse SWT was performed on the remaining frequency components. Lastly, the rigid registration of gradient images and original images was implemented using a weighting function with the normalized mutual information (NMI) being the similarity measure, which compensates for the lack of spatial information in mutual information based image registration. Our experiment results showed that the proposed method was highly accurate and robust, and indicated a significant clinical potential in improving the accuracy of target localization in image guided radiotherapy (IGRT).

Entities:  

Mesh:

Year:  2014        PMID: 24729043      PMCID: PMC4018509          DOI: 10.1007/s10916-014-0040-2

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  19 in total

1.  MIND: modality independent neighbourhood descriptor for multi-modal deformable registration.

Authors:  Mattias P Heinrich; Mark Jenkinson; Manav Bhushan; Tahreema Matin; Fergus V Gleeson; Sir Michael Brady; Julia A Schnabel
Journal:  Med Image Anal       Date:  2012-05-31       Impact factor: 8.545

2.  Spatially weighted mutual information image registration for image guided radiation therapy.

Authors:  Samuel B Park; Frank C Rhee; James I Monroe; Jason W Sohn
Journal:  Med Phys       Date:  2010-09       Impact factor: 4.071

3.  IMAGE resolution enhancement by using discrete and stationary wavelet decomposition.

Authors:  Hasan Demirel; Gholamreza Anbarjafari
Journal:  IEEE Trans Image Process       Date:  2010-10-18       Impact factor: 10.856

4.  Multi-modal medical image registration based on adaptive combination of intensity and gradient field mutual information.

Authors:  Jiangang Liu; Jie Tian; Yakang Dai
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2006

5.  Multiscale registration of planning CT and daily cone beam CT images for adaptive radiation therapy.

Authors:  Dana Paquin; Doron Levy; Lei Xing
Journal:  Med Phys       Date:  2009-01       Impact factor: 4.071

6.  Effective incorporation of spatial information in a mutual information based 3D-2D registration of a CT volume to X-ray images.

Authors:  Guoyan Zheng
Journal:  Med Image Comput Comput Assist Interv       Date:  2008

7.  Computer assisted diagnostic system in tumor radiography.

Authors:  Ahmed Faisal; Sharmin Parveen; Shahriar Badsha; Hasan Sarwar; Ahmed Wasif Reza
Journal:  J Med Syst       Date:  2013-03-17       Impact factor: 4.460

8.  Quantifying cortical activity during general anesthesia using wavelet analysis.

Authors:  Tatjana Zikov; Stéphane Bibian; Guy A Dumont; Mihai Huzmezan; Craig R Ries
Journal:  IEEE Trans Biomed Eng       Date:  2006-04       Impact factor: 4.538

9.  CT to cone-beam CT deformable registration with simultaneous intensity correction.

Authors:  Xin Zhen; Xuejun Gu; Hao Yan; Linghong Zhou; Xun Jia; Steve B Jiang
Journal:  Phys Med Biol       Date:  2012-10-03       Impact factor: 3.609

10.  Optimization of PET-MR registrations for nonhuman primates using mutual information measures: a Multi-Transform Method (MTM).

Authors:  Christine M Sandiego; David Weinzimmer; Richard E Carson
Journal:  Neuroimage       Date:  2012-08-25       Impact factor: 6.556

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