Towards robust 3D visual tracking for motion compensation in beating heart surgery

被引:55
作者
Richa, Rogerio [1 ]
Bo, Antonio P. L. [1 ]
Poignet, Philippe [1 ]
机构
[1] LIRMM, Dept Robot, Montpellier, France
关键词
Medical robotics; Physiological motion compensation; Robust 3D visual tracking; Heart motion prediction; PREDICTION;
D O I
10.1016/j.media.2010.12.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the context of minimally invasive cardiac surgery, active vision-based motion compensation schemes have been proposed for mitigating problems related to physiological motion. However, robust and accurate visual tracking remains a difficult task. The purpose of this paper is to present a robust visual tracking method that estimates the 3D temporal and spatial deformation of the heart surface using stereo endoscopic images. The novelty is the combination of a visual tracking method based on a Thin-Plate Spline (TPS) model for representing the heart surface deformations with a temporal heart motion model based on a time-varying dual Fourier series for overcoming tracking disturbances or failures. The considerable improvements in tracking robustness facing specular reflections and occlusions are demonstrated through experiments using images of in vivo porcine and human beating hearts. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:302 / 315
页数:14
相关论文
共 26 条
[1]  
[Anonymous], LECT NOTES COMPUTER
[2]  
[Anonymous], P IEEE C ROB AUT ICR
[3]  
[Anonymous], P IEEE C INT ROB SYS
[4]  
[Anonymous], P IEEE C ROB AUT ICR
[5]  
[Anonymous], P IEEE INT C ROB AUT
[6]  
[Anonymous], THESIS TU MUNCHEN
[7]  
[Anonymous], P INT C FUNCT IM MOD
[8]  
[Anonymous], THESIS ROBOTICS DEP
[9]   Motion Prediction for Computer-Assisted Beating Heart Surgery [J].
Bachta, Wael ;
Renaud, Pierre ;
Cuvillon, Loic ;
Laroche, Edouard ;
Forgione, Antonello ;
Gangloff, Jacques .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2009, 56 (11) :2551-2563
[10]   Intelligent control algorithms for robotic-assisted beating heart surgery [J].
Bebek, Oezkan ;
Cavusoglu, M. Cenk .
IEEE TRANSACTIONS ON ROBOTICS, 2007, 23 (03) :468-480