TY - JOUR
T1 - Improving non-rigid point matching with a new model
AU - Yu, Chengwen
AU - Guo, Lei
PY - 2006/10
Y1 - 2006/10
N2 - In non-rigid point matching, there are, two difficulties: how to implement good correspondence and to suppress bias. We propose improving robust mixture model using the t distribution and combining the improved model with TPS (Thin Plate Splines) technique so as to deal effectively with the two above-mentioned difficulties. The robust non-rigid point matching algorithm and four subtopics including robust mixture model using the t-distribution, non-rigid point matching maximum a priori estimation and EM (Expectation Maximization) algorithm, non-rigid mapping based on TPS, and algorithm flowchart are proposed. Test results show that the above-mentioned two difficult problems in non-rigid point matching can be solved effectively; the matching resolution can be further improved by using a model choice criterion in DA (Deterministic Annealing) process.
AB - In non-rigid point matching, there are, two difficulties: how to implement good correspondence and to suppress bias. We propose improving robust mixture model using the t distribution and combining the improved model with TPS (Thin Plate Splines) technique so as to deal effectively with the two above-mentioned difficulties. The robust non-rigid point matching algorithm and four subtopics including robust mixture model using the t-distribution, non-rigid point matching maximum a priori estimation and EM (Expectation Maximization) algorithm, non-rigid mapping based on TPS, and algorithm flowchart are proposed. Test results show that the above-mentioned two difficult problems in non-rigid point matching can be solved effectively; the matching resolution can be further improved by using a model choice criterion in DA (Deterministic Annealing) process.
KW - Deterministic Annealing (DA)
KW - Non-rigid point matching
KW - Robust mixture model
KW - T distribution
KW - Thin Plate Splines (TPS)
UR - http://www.scopus.com/inward/record.url?scp=33846043149&partnerID=8YFLogxK
M3 - 文章
AN - SCOPUS:33846043149
SN - 1000-2758
VL - 24
SP - 562
EP - 566
JO - Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University
JF - Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University
IS - 5
ER -