Title :
Gradient - based optical flow for sub-pixel registration of speckle image sequences using a spatial/temporal postprocessing technique
Author :
Cofaru, Corneliu ; Philips, Wilfried ; Van Paepegem, Wim
Author_Institution :
Telin - IPI - IBBT, Ghent Univ., Ghent
Abstract :
Digital image processing techniques are becoming a popular way of determining strains and full-field displacements in experimental mechanics due to advancements in image processing techniques and also because of the non intrusive way in which these measurements are done compared to traditional sensor based methods. This paper presents a polar component filtering technique for the image displacement fields in which two filters are used: a Kalman filter for temporal smoothing of the motion vector angles and a subsequent adaptive spatial filter for filtering both previously processed angles and amplitudes of the vectors.
Keywords :
Kalman filters; adaptive filters; displacement measurement; gradient methods; image motion analysis; image registration; image sequences; mechanical engineering computing; smoothing methods; spatial filters; spatiotemporal phenomena; speckle; strain measurement; Kalman filter; digital image processing; experimental mechanics; full-field displacement measurement; gradient-based optical flow; image displacement; motion vector angle; polar component filtering; spatial-temporal postprocessing; speckle image sequence; sub-pixel registration; subsequent adaptive spatial filter; temporal smoothing; Adaptive filters; Adaptive optics; Digital images; Filtering; Image motion analysis; Image sequences; Optical filters; Optical sensors; Speckle; Strain measurement; Kalman filtering; Optical flow; speckle image; sub-pixel;
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2008.4711886