Title :
Stereo matching with reflections and translucency
Author :
Tsin, Yanghai ; Kang, Sing Bing ; Szeliski, Richard
Author_Institution :
The Robotics Inst., Carnegie Mellon Univ., Pittsburgh, PA, USA
Abstract :
In this paper, we address the stereo matching problem in the presence of reflections and translucency, where image formation can be modeled as the additive superposition of layers at different depth. The presence of such effects violates the Lambertian assumption underlying traditional stereo vision algorithms, making it impossible to recover component depths using direct color matching based methods. We develop several techniques to estimate both depths and colors of the component layers. Depth hypotheses are enumerated in pairs, one from each layer, in a nested plane sweep. For each pair of depth hypotheses, we compute a component-color-independent matching error per pixel, using a spatial-temporal differencing technique. We then use graph cut optimization to solve for the depths of both layers. This is followed by an iterative color update algorithm whose convergence is proven in our paper. We show convincing results of depth and color estimates for both synthetic and real image sequences.
Keywords :
computer vision; image colour analysis; image matching; image sequences; image texture; reflection; spatial variables measurement; stereo image processing; Lambertian assumption; color estimation; component depth; component layer; component-color-independent matching; depth estimation; depth hypothesis; direct color matching; graph cut optimization; image formation modeling; image sequence; iterative color update; layer depth; layer superposition; nested plane sweep; per pixel matching error; reflection; spatial-temporal differencing technique; stereo matching; stereo vision; translucency; Attenuation; Cameras; Computer Society; Computer vision; Glass; Iterative algorithms; Layout; Pattern recognition; Reflection; Stereo vision;
Conference_Titel :
Computer Vision and Pattern Recognition, 2003. Proceedings. 2003 IEEE Computer Society Conference on
Print_ISBN :
0-7695-1900-8
DOI :
10.1109/CVPR.2003.1211422