DocumentCode :
2032305
Title :
Distributed Coding of Multiresolution Omnidirectional Images
Author :
Thirumalai, Vijayaraghavan ; Tosic, Ivana ; Frossard, Pascal
Author_Institution :
Ecole Polytech. Fed. de Lausanne, Lausanne
Volume :
2
fYear :
2007
fDate :
Sept. 16 2007-Oct. 19 2007
Abstract :
This paper addresses the problem of compact representation of a 3D scene, captured by distributed omnidirectional cameras. As the images from the sensors are likely to be correlated in most practical scenarios, we build a distributed algorithm based on coding with side information. A reference image is processed with a wavelet transform and progressively encoded. The Wyner-Ziv images undergo a multiresolution representation, and the generated bitplanes are channel encoded with LDPC codes. The central decoder eventually reconstructs the Wyner-Ziv images given by the syndrome bits from the channel codes using the reference omnidirectional image. It also iteratively implements motion estimation on the 2-sphere in order to improve the side information. Experimental results demonstrate that distributed coding improves the rate-distortion performance for coding a set of omnidirectional images when compared to independent coding solutions. The proposed method can further be extended to the decoding of multiple Wyner-Ziv images using one single reference omnidirectional image. Hence, it achieves a reduced overall coding rate compared to disparity-based schemes. In addition, it does not require explicit knowledge of the camera parameters nor precise calibration, which is certainly interesting in camera networks.
Keywords :
cameras; channel coding; image coding; image representation; image resolution; motion estimation; parity check codes; LDPC codes; Wyner-Ziv images; channel codes; compact representation; disparity-based schemes; distributed coding; distributed omnidirectional cameras; motion estimation; multiresolution omnidirectional images; Cameras; Distributed algorithms; Image coding; Image reconstruction; Image resolution; Image sensors; Iterative decoding; Layout; Parity check codes; Wavelet transforms; Distributed coding; omnidirectional imaging; plenoptic function;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2007. ICIP 2007. IEEE International Conference on
Conference_Location :
San Antonio, TX
ISSN :
1522-4880
Print_ISBN :
978-1-4244-1437-6
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2007.4379163
Filename :
4379163
Link To Document :
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