2007 IEEE International Conference on Image Processing - San Antonio, Texas, U.S.A. - September 16-19, 2007

Technical Program

Paper Detail

Paper:MP-P8.12
Session:Stereoscopic and 3D Processing II: 3D Modeling & Synthesis
Time:Monday, September 17, 14:30 - 17:10
Presentation: Poster
Title: SURFACE ESTIMATION AND TRACKING USING SEQUENTIAL MCMC METHODS FOR VIDEO BASED RENDERING
Authors: Adam Bowen; University of Warwick 
 Andrew Mullins; University of Warwick 
 Roland Wilson; University of Warwick 
 Nasir Rajpoot; University of Warwick 
Abstract: Video based rendering algorithms attempt to render videos of a scene from an arbitrary viewpoint, given a set of video sequences taken from several fixed viewpoints. These algorithms require either a dense camera array or some knowledge of scene structure. By applying sequential MCMC methods, we show it is possible to efficiently estimate visible surfaces. Surfaces are tracked using a particle filter which takes advantage of both frame-to-frame dependancies, and a hierarchical surface model derived from a multiresolution Gaussian mixture model analysis of the surfaces. This time-varying surface model, and the images, are input for a rendering algorithm which uses a fuzzy z-buffer and projective texturing to generate reconstructions.



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