DocumentCode :
251182
Title :
Six DOF motion estimation for teleoperated flexible endoscopes using optical flow: A comparative study
Author :
Bell, Charreau S. ; Puerto, Gustavo A. ; Mariottini, Gian-Luca ; Valdastri, Pietro
Author_Institution :
Dept. of Mech. Eng., Vanderbilt Univ., Nashville, TN, USA
fYear :
2014
fDate :
May 31 2014-June 7 2014
Firstpage :
5386
Lastpage :
5392
Abstract :
Colorectal cancer is one of the leading causes of cancer-related deaths worldwide, although it can be effectively treated if detected early. Teleoperated flexible endoscopes are an emerging technology to promote participation in these preventive screenings. Real-time pose estimation is therefore essential to enable feedback to the robotic endoscope´s control system. Vision-based endoscope localization approaches are a promising avenue, since they do not require extra sensors on board the endoscopes. In this work, we compare several state-of-the-art algorithms for computing the image motion (optical flow), which is then used with a supervised learning strategy to provide an accurate estimate of the 6 degree of freedom endoscope motion. The method is validated using a robotically actuated endoscope in a human colon simulator, and represents a preliminary effort towards testing with clinical video data.
Keywords :
cancer; control engineering computing; endoscopes; image sequences; learning (artificial intelligence); medical image processing; medical robotics; motion estimation; pose estimation; robot vision; telerobotics; video signal processing; 6 degree of freedom endoscope motion estimation; Six DOF endoscope motion estimation; clinical video data; colorectal cancer; human colon simulator; image motion; optical flow; preventive screenings; real-time pose estimation; robotic endoscope control system; supervised learning strategy; teleoperated flexible endoscopes; vision-based endoscope localization approaches; Colon; Endoscopes; Integrated optics; Neural networks; Optical feedback; Optical imaging; Robots;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation (ICRA), 2014 IEEE International Conference on
Conference_Location :
Hong Kong
Type :
conf
DOI :
10.1109/ICRA.2014.6907651
Filename :
6907651
Link To Document :
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