Title :
Photo-consistent 3D fire by Flame-Sheet decomposition
Author :
Hasinoff, Samuel W. ; Kutulakos, Kiriakos N.
Author_Institution :
Dept. of Comput. Sci., Toronto Univ., Ont., Canada
Abstract :
This paper considers the problem of reconstructing visually realistic 3D models of fire from a very small set of simultaneous views (even two). By modeling fire as a semitransparent 3D density field, we show that fire reconstruction is equivalent to a severely under-constrained computerized tomography problem, for which traditional methods break down. Our approach is based on the observation that every pair of photographs of a semitransparent scene defines a unique density field, called a Flame Sheet, that (1) concentrates all its density on one connected, semitransparent surface, (2) reproduces the two photos exactly, and (3) is the most spatially-coherent density field that does so. From this observation, we reduce fire reconstruction to the convex combination of sheet-like density fields, each of which is derived from the Flame Sheet of two input photos. Experimental results suggest that this method enables high-quality view extrapolation without over-fitting artifacts.
Keywords :
computer vision; fires; image reconstruction; realistic images; solid modelling; stereo image processing; computational modeling; computer graphics; convexity property; fire reconstruction; flame sheet decomposition; image-based representation; orthographic cameras; photo-consistent 3D fire; semitransparent 3D density field; semitransparent scene; semitransparent surface; sheet-like density fields convex combination; spatially-coherent density field; underconstrained computerized tomography; video cameras; view extrapolation; visual modes; volume rendering; Combustion; Computed tomography; Computer science; Computer vision; Data mining; Extrapolation; Fires; Image reconstruction; Layout; Videos;
Conference_Titel :
Computer Vision, 2003. Proceedings. Ninth IEEE International Conference on
Conference_Location :
Nice, France
Print_ISBN :
0-7695-1950-4
DOI :
10.1109/ICCV.2003.1238626