Title :
Fast edge-preserving depth image upsampler
Author :
Kim, Sung-Yeol ; Ho, Yo-Sung
Author_Institution :
Sch. of Inf. & Commun., Gwangju Inst. of Sci. & Technol., Gwangju, South Korea
fDate :
8/1/2012 12:00:00 AM
Abstract :
In this paper, a new image upsampler is proposed to increase depth image resolution fast while preserving edge information. The proposed upsampler is based on a common edge region of color and depth images. In particular, if a vacant pixel in a higher resolution image grid belongs to the common edge region, it is assigned by a pixel selected from five candidates in a local window. A candidate is chosen by minimum cost evaluation; cost is computed by spatial, color, and range weighting functions. Otherwise, the vacant pixel is replaced with a pixel estimated using bilinear interpolation to speed up the process. In terms of a trade-off between depth image quality and computational complexity, experimental results show that the proposed upsampler outperforms other conventional methods, such as the bilinear interpolator and joint bilateral upsampler.
Keywords :
computational complexity; image colour analysis; image resolution; interpolation; bilinear interpolation; color weighting functions; common edge region; computational complexity; depth image resolution; fast edge-preserving depth image upsampler; image color; image quality; joint bilateral upsampler; local window; minimum cost evaluation; range weighting functions; spatial weighting functions; vacant pixel; Bismuth; Color; Image color analysis; Image edge detection; Image resolution; PSNR; Visualization; 3D video; Depth upsampling; bilinear interpolation; common edge region; joint bilateral upsampling;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2012.6311344