Title :
Region-based motion-compensated frame rate up-conversion by homography parameter interpolation
Author :
Türetken, Engin ; Alatan, A. Aydin
Author_Institution :
EPFL, Ecole Polytech. Fed. de Lausanne, Lausanne, Switzerland
Abstract :
A new region-based frame interpolation algorithm is proposed based on the segmented motion layers with planar perspective motion models. It is shown that performing the motion model interpolation in the homography parameter space is equivalent to interpolating the parameters of the real camera motion, which requires decomposition of the homography matrix, under several practically reasonable assumptions. Based on this reasoning, backward and forward motion models from the interpolation frame(s) to the original frames of the sequence are estimated for each motion layer. Layer support maps at the point(s) of interpolation in time are generated by using these interpolated motion models and the layer maps of the neighboring original frames. Finally, pixel intensities of the interpolation frame are determined by a series of conditions on the layer occlusion relations and the intensities at the transformed locations of the original frames. Experimental results show that the proposed algorithm achieves visually pleasing results without blur or halo effects on dynamic scenes with complex motion.
Keywords :
cameras; image segmentation; interpolation; matrix decomposition; motion compensation; video signal processing; homography matrix decomposition; homography parameter interpolation; homography parameter space; layer occlusion relations; motion layer segmentation; motion model interpolation; motion-compensated frame rate up-conversion; planar perspective motion models; real camera motion; region-based frame interpolation algorithm; video signal; Cameras; Computational complexity; Costs; Interpolation; Layout; Liquid crystal displays; Motion compensation; Motion estimation; Parameter estimation; Polynomials; Frame rate up-conversion; frame interpolation; motion model interpolation; motion segmentation;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5414486