Title :
Optical flow-based motion estimation of ultrasonic images for force estimation in percutaneous procedures: Theory and experimental validation
Author :
Maghsoudi, Arash ; Jahed, Mehran
Author_Institution :
Robot. & Machine Vision Lab., Sharif Univ. of Technol., Tehran, Iran
Abstract :
In recent years, there hass been a pronounced emphasis on percutaneous needle steering with the aid of advanced soft tissue modeling techniques. In this work an optical flow based motion estimation method is used to estimate the force applied to the needle by the soft tissue during percutaneous applications. The study considers Finite Element Model (FEM) of the tissue evaluated by the deformation data acquired through the optical flow method. To represent the soft tissue behavior, dynamic FEM with Rayleigh damping and viscoelastic models are used. The method is validated experimentally through offline evaluation of the ultrasonic images of the chicken breast punctured by a needle. The force applied to the needle is measured through a force sensor situated externally at the distal end of the needle shaft. Measured data from the force sensor is compared with the result of the proposed method. It is shown that both tissue models are effectively able to estimate the force.
Keywords :
biological tissues; biomechanics; biomedical ultrasonics; data acquisition; finite element analysis; force sensors; image sequences; medical image processing; motion estimation; ultrasonic imaging; viscoelasticity; FEM; Rayleigh damping; chicken breast; deformation data acquisition; finite element model; force estimation; force sensor; optical flow-based motion estimation; percutaneous needle steering; percutaneous procedures; soft tissue modelling; ultrasonic images; viscoelastic models; Biomedical optical imaging; Equations; Force; Integrated optics; Mathematical model; Optical imaging; Optical sensors; dynamic FEM with Rayleigh damping; force estimation; needle insertion; optical flow; viscoelastic model;
Conference_Titel :
IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4673-2419-9
Electronic_ISBN :
1553-572X
DOI :
10.1109/IECON.2012.6388509