Title :
Efficient Tracking of the Heart Using Texture
Author :
Noce, A. ; Triboulet, J. ; Poignet, P.
Author_Institution :
CNRS, Montpellier
Abstract :
Performing motion tracking in real-time is an old and recurrent problem in computer vision. It has been addressed through a large set of approaches but achieving a high level of robustness is still a challenge, especially with low definition input. In the considered application, tracking the heart motion in endoscopic beating heart sequences, the sensitivity of existing algorithms to visual artifacts and variations in illumination is an issue that calls for improvements. In the prospect of developing a motion compensation architecture for robotically assisted beating heart surgery, we address the problem of visual information retrieval by proposing a new composite tracking algorithm using both template matching and texture analysis. As we will show in this paper, the use of texture characterization of the heart surface improves the overall precision and robustness, in comparison with other prior approaches.
Keywords :
biomechanics; biomedical optical imaging; cardiology; computer vision; endoscopes; image matching; image texture; medical image processing; medical robotics; motion compensation; surgery; target tracking; composite tracking algorithm; computer vision; endoscopic beating heart sequences; heart motion tracking; motion compensation architecture; real-time tracking; robotically assisted beating heart surgery; template matching; texture analysis; texture characterization; visual artifacts; visual information retrieval; Application software; Computer vision; Heart; Information retrieval; Lighting; Motion compensation; Robot sensing systems; Robustness; Surgery; Tracking; Heart; Humans; Imaging, Three-Dimensional; Myocardial Contraction; Myocardium; Sensitivity and Specificity; Thoracic Surgery, Video-Assisted;
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
Print_ISBN :
978-1-4244-0787-3
DOI :
10.1109/IEMBS.2007.4353334