A new approach for nonlinear distortion correction in endoscopic images based on least squares estimation

被引:101
作者
Asari, KV [1 ]
Kumar, S
Radhakrishnan, D
机构
[1] Nanyang Technol Univ, Ctr High Performance Embedded Syst, Singapore 639798, Singapore
[2] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
[3] Nanyang Technol Univ, Div Comp Syst, Singapore 639798, Singapore
关键词
camera calibration; distortion correction; endoscopy; expansion polynomial;
D O I
10.1109/42.768843
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Images captured with a typical endoscope show spatial distortion, which necessitates distortion correction for subsequent analysis. In this paper, a new methodology based on Least squares estimation is proposed to correct the nonlinear distortion in the endoscopic images. A mathematical model based on polynomial mapping is used to map the images from distorted image space onto the corrected image space. The model parameters include the polynomial coefficients, distortion center, and corrected center. The proposed method utilizes a line search approach of global convergence for the iterative procedure to obtain the optimum expansion coefficients. A new technique to find the distortion center of the image based on curvature criterion is presented. A dual-step approach comprising token matching and integrated neighborhood search is also proposed for accurate extraction of the centers of the dots contained in a rectangular grid, used for the model parameter estimation. The model parameters were verified with different grid patterns, The distortion-correction model is applied to several gastrointestinal images and the results are presented. The proposed technique provides high-speed response and forms a key step toward online camera calibration, which is required for accurate quantitative analysis of the images.
引用
收藏
页码:345 / 354
页数:10
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