Literature DB >> 30235344

Correction: Robust CPD Algorithm for Non-Rigid Point Set Registration Based on Structure Information.

Lei Peng, Guangyao Li, Mang Xiao, Li Xie.   

Abstract

[This corrects the article DOI: 10.1371/journal.pone.0148483.].

Year:  2018        PMID: 30235344      PMCID: PMC6147604          DOI: 10.1371/journal.pone.0204544

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


A month before publication of this PLOS ONE article [1], the authors published a closely related study in the Journal of Electronics and Information Technology (JEIT), titled, “Non-rigid Point Set Registration Based on Neighbor Structure and Gaussian Mixture Models” [2]. This second article was not cited or discussed in the PLOS ONE article. The authors provide the following clarification regarding the relationship between work reported in these articles: The JEIT article described how to use neighbor structure information and Gaussian Mixture Models (GMM) to process the problem of point set registration [2]. The PLOS ONE article described the improvement of Coherent Point Drift by adaptive proportion of each GMM component and automatic outlier processing [1]. The implementation methods and the programming codes are different in the two articles, as are the membership probabilities of GMM components, the methods of calculating parameter “v”, and the experimental results. The authors also note that there is some overlap in text and equations reported in these two articles, for which the JEIT article was not appropriately cited. These are described in the following table: As noted above, there are 10 items of overlap, all related to the Methods. The first item and the fourth item discuss the Shape Context [3] used to represent the structure information of the point set. The second and from the fifth to the eighth items describe the Gaussian GMM [4] which is used to process the problem of point set registration. The third, the ninth and the tenth items describe the calculation of the outlier ratio.
in the JEIT article [2]in the PLOS ONE article [1]
1Paragraph 1 of Section 2Paragraph 1 of Section 2.1 Structure descriptor.
2Paragraph 1 of Section 3Paragraph 2 of Section 1.1 Coherent Point Drift algorithm.
3Paragraph 2 of Section 4Paragraph 3 of Section 2.2 Outliers processing and the EM solution.
4Eq (1)Eq (7)
5Eq (7)Eq (3)
6Eq (8)Eq (10)
7Eq (10)Eq (9)
8Eq (12)Eq (12)
9Eq (13)Eq (13)
10Eq (14)Eq (14)
  2 in total

1.  Point set registration: coherent point drift.

Authors:  Andriy Myronenko; Xubo Song
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2010-12       Impact factor: 6.226

2.  Robust CPD Algorithm for Non-Rigid Point Set Registration Based on Structure Information.

Authors:  Lei Peng; Guangyao Li; Mang Xiao; Li Xie
Journal:  PLoS One       Date:  2016-02-11       Impact factor: 3.240

  2 in total

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