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Author:

Dong, Jianmin (Dong, Jianmin.) | Cai, Zhongmin (Cai, Zhongmin.) | Du, Shaoyi (Du, Shaoyi.)

Indexed by:

SCIE EI Scopus

Abstract:

In this study, partial registration problem with outliers and missing data in the affine case is discussed. To solve this problem, a novel objective function is proposed based on bidirectional distance and trimmed strategy, and then a new affine trimmed iterative closest point algorithm is given. First, when bidirectional distance measurement is applied, the ill-posed partial registration problem in the affine case is prevented. Second, the overlapping percentage is solved by using trimmed strategy which uses as many correct overlapping points as possible. The authors' method computes the affine transformation, correspondence and overlapping percentage automatically at each iterative step. In this way, it handles partially overlapping registration with outliers and missing data in the affine case well. Experimental results demonstrate that their method is more robust and precise than the state-of-the-art algorithms. It also has good convergence and similar running time with traditional algorithms.

Keyword:

affine transformation affine transforms affine trimmed iterative closest point algorithm bidirectional distance measurement bidirectional distance strategy distance measurement ill-posed partial registration problem image registration iterative methods missing data objective function outlier data overlapping percentage partially overlapping registration trimmed strategy

Author Community:

  • [ 1 ] [Dong, Jianmin; Cai, Zhongmin; Du, Shaoyi] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
  • [ 2 ] [Dong, Jianmin]Xi An Jiao Tong Univ, Sch Elect & Informat Engn, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
  • [ 3 ] [Cai, Zhongmin]Xi An Jiao Tong Univ, Sch Elect & Informat Engn, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
  • [ 4 ] [Du, Shaoyi]Xi An Jiao Tong Univ, Sch Elect & Informat Engn, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China

Reprint Author's Address:

  • Xi An Jiao Tong Univ, Sch Elect & Informat Engn, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China.

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Source :

IET COMPUTER VISION

ISSN: 1751-9632

Year: 2017

Issue: 2

Volume: 11

Page: 135-144

1 . 0 8 7

JCR@2017

1 . 9 5 0

JCR@2020

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:135

JCR Journal Grade:4

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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