DocumentCode :
442135
Title :
Diorthosis prediction based on landmarks detected by layered diffusion and contours deformed from template
Author :
Ma, Li-hong ; Zhang, Yu ; Yu, Ying-lin ; Liu, Shu-Guang ; Lin, Chun-Yi
Author_Institution :
Dept. of Electron. Eng. & Commun., South China Univ. of Tech., Guangzhou, China
Volume :
7
fYear :
2005
fDate :
18-21 Aug. 2005
Firstpage :
4475
Abstract :
This paper proposes a new scheme to locate cephalogram landmarks and predict diorthosis surgery results. It applies multi-scale diffusion for feature point detection and template warping for structure fitting. The localization makes uses of homogeneity inside a region and saltations across edges, it includes three steps: firstly, layered anisotropic diffusions are carried out by an adaptive nonlocal filter with its size adjusted for facial outline, large and tiny bone structures respectively. Secondly, feature points are determined on edge maps of layered diffusions by comparison with a knowledge-based template. Thirdly, landmarks of facial outline are obtained via subtraction a bone-structure image and positioning with extremum algorithm. On the prediction stage, diorthosis result is estimated using the detected datum mark for template deformation, the warping rules are based on the statistical correlation between a template shift and the corresponding changes of facial outline. Experiments show that our approach takes the advantages of layered edge preserving and easy landmark extraction, it makes a more efficient landmark location and template matching for surgery result prediction.
Keywords :
adaptive filters; bone; edge detection; feature extraction; image matching; knowledge based systems; medical image processing; surgery; active shape model prediction; adaptive nonlocal filter; bone structure image; cephalogram landmarks; diorthosis surgery result prediction; edge preservation; edge saltations; extremum algorithm; facial outline; feature point detection; knowledge-based template; landmark detection; landmark extraction; layered anisotropic diffusion; layered contours; statistical correlation; structure fitting; template deformation; template warping; Adaptive filters; Anisotropic magnetoresistance; Bones; Computer vision; Hospitals; Image edge detection; Neural networks; Sun; Surgery; X-ray imaging; Layered anisotropic diffusion; active shape model prediction; celphalogram; landmark detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
Type :
conf
DOI :
10.1109/ICMLC.2005.1527727
Filename :
1527727
Link To Document :
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