DocumentCode :
2819583
Title :
Fast TV-L1 optical flow for interactivity
Author :
D´Angelo, Emmanuel ; Paratte, Johan ; Puy, Gilles ; Vandergheynst, Pierre
Author_Institution :
Signal Process. Lab., Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
fYear :
2011
fDate :
11-14 Sept. 2011
Firstpage :
1885
Lastpage :
1888
Abstract :
Vision is a natural tool for human-computer interaction, since it provides visual feedback to the user and mimics some human behaviors. It requires however the fast and robust computation of motion primitives, which remains a difficult problem. In this work, we propose to apply some recent mathematical results about convex optimization to the TV-L1 optical flow problem. At the cost of a small smoothing of the Total Variation (TV), the convergence speed of the numerical scheme is improved, leading to earlier termination. Furthermore, we successfully implement our algorithm on GPU for realtime performance using the OpenCL framework. We demonstrate the potential of our optical flow by using it as primary sensor in a remotely controlled image browsing software.
Keywords :
graphics processing units; human computer interaction; image sequences; optimisation; GPU; OpenCL framework; convex optimization; fast TV-L1 optical flow; human computer interaction; mathematical results; remotely controlled image browsing software; total variation smoothing; visual feedback; Adaptive optics; Computer vision; Graphics processing unit; Minimization; Optical imaging; Optical sensors; TV; OpenCL; Optical flow; four; three; two;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
ISSN :
1522-4880
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2011.6115836
Filename :
6115836
Link To Document :
بازگشت