DocumentCode
1567795
Title
An Illumination Invariant 3D Model Based Tracking Algorithm, with Application in Video Compression
Author
Nyugen, L. ; Xu, Yan ; Roy-Chowdhury, Amit
Author_Institution
Dept. of Electr. Eng., California Univ., Riverside, CA, USA
fYear
2006
Firstpage
1213
Lastpage
1216
Abstract
We present an algorithm for illumination invariant 3D model based tracking and video compression. While model-based coding schemes are well developed, the compression rate reduces if the illumination conditions within the sequence change drastically. Our proposed scheme can accurately track under both slow and drastic changes of lighting and achieves a significant reduction in the bit rate compared to a scheme that does not consider any illumination models. The tracking scheme is based on a recently developed framework showing that the joint motion and illumination space of video sequences is approximately bilinear. We show results of the reconstructed video sequences and the reduction in the distortion (for a constant bit rate) for a compression scheme that uses the illumination invariant tracking algorithm.
Keywords
approximation theory; data compression; image reconstruction; image sequences; motion estimation; tracking; video coding; approximation theory; illumination invariant tracking algorithm; image motion analysis; model-based coding scheme; reconstructed video sequence; video compression; Bit rate; Cameras; Decoding; Image coding; Image reconstruction; Lighting; Motion estimation; Tracking; Video compression; Video sequences; illumination; model-based compression;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2006 IEEE International Conference on
Conference_Location
Atlanta, GA
ISSN
1522-4880
Print_ISBN
1-4244-0480-0
Type
conf
DOI
10.1109/ICIP.2006.312543
Filename
4106754
Link To Document