Title :
Tracking a phantom´s lung tumour target using optical flow algorithm and electronic portal imaging devices
Author :
Peng Teo ; Crow, R. ; Van Nest, S. ; Pistorius, Stephen
Author_Institution :
Med. Phys., CancerCare Manitoba, Winnipeg, MB, Canada
Abstract :
This paper investigates the feasibility and accuracy of tracking the motion of a lung tumour in a breathing phantom using a computer vision algorithm and electronic portal images. A multi-resolution optical flow algorithm that incorporates weighting based on the differences between frames is used to obtain a set of vectors corresponding to the motion between two frames. A global value representing the average motion is obtained by computing the average weighted mean from the set of vectors. The tracking accuracy of the optical flow algorithm is compared to potentiometer measurements. A self-resetting technique has been used to offset the drift observed in the cumulative position of the target. For a 12 breaths/min motion, a maximum average inter-frame velocity error of (1.06 ± 0.61) mm/s is obtained. A correlation coefficient of 0.97 bounded by a 95% prediction interval of (0.96, 0.98) is established between the optical flow and potentiometer results. Maximum absolute average positional error of 0.42 ± 0.21 mm is achieved. This approach offers the potential of real-time tumour motion tracking.
Keywords :
X-ray imaging; computer vision; image sequences; lung; medical image processing; motion compensation; phantoms; target tracking; tumours; breathing phantom; computer vision algorithm; electronic portal images; electronic portal imaging devices; interframe motion; lung tumour motion tracking; multiresolution optical flow algorithm; optical flow algorithm tracking accuracy; phantom lung tumour target tracking; potentiometer comparison; self resetting technique; Adaptive optics; Computer vision; Image motion analysis; Optical imaging; Potentiometers; Tracking; Tumors; Tumour motion measurement; computer vision; electronic portal imaging device (EPID); image-guided radiotherapy; optical flow;
Conference_Titel :
Imaging Systems and Techniques (IST), 2012 IEEE International Conference on
Conference_Location :
Manchester
Print_ISBN :
978-1-4577-1776-5
DOI :
10.1109/IST.2012.6295540