Spacetime Stereo: Shape Recovery for Dynamic ScenesLi Zhang, Brian Curless, and Steven M. Seitz |
Abstract
This paper extends the traditional binocular stereo problem into
the spacetime domain, in which a pair of video streams is matched
simultaneously instead of matching pairs of images frame by
frame. Almost any existing stereo algorithm may be extended in this
manner simply by replacing the image matching term with a spacetime
term. By utilizing both spatial and temporal appearance variation,
this modification reduces ambiguity and increases accuracy. Three
major applications for spacetime stereo are proposed in this
paper. First, spacetime stereo serves as a general framework for
structured light scanning and generates high quality depth maps for
static scenes. Second, spacetime stereo is effective for a class of
natural scenes, such as waving trees and flowing water, which have
repetitive textures and chaotic behaviors and are challenging for
existing stereo algorithms. Third, the approach is one of very few
existing methods that can robustly reconstruct objects that are moving
and deforming over time, achieved by use of oriented spacetime windows
in the matching procedure. Promising experimental results in the
above three scenarios are demonstrated.
Citation (bibTex)
Li
Zhang, Brian Curless, and Steven M. Seitz. Spacetime Stereo: Shape
Recovery for Dynamic Scenes. In Proceedings of IEEE Computer
Society Conference on Computer Vision and Pattern Recognition
(CVPR), Madison, WI, June, 2003, pp. 367-374. [Paper: PDF(1.5M); Poster: PDF(1.9M)]
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Stereo pair video |
Spacetime Reconstruction |
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Left sequence (AVI 6.1M) |
Right sequence (AVI 6.0M) |
Reconstruction using frame-by-frame stereo ( window size W=15 and H=15 ) |
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Rendered from fixed view point | AVI 6.0M |
Rendered from rotating view point | AVI 6.0M |
Reconstruction using Spacetime stereo ( window size W=9, H =5, and T=5 ) |
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Rendered from fixed view point | AVI 6.0M |
Rendered from rotating view point | AVI 6.0M |
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Stereo pair video |
Spacetime Reconstruction |
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Left sequence (AVI 6.0M) | Right sequence (AVI 6.0M) |
Reconstruction using Spacetime stereo ( window size W=9, H =5, and T=5 ) |
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Rendered from fixed view point | AVI 6.0M |
Rendered from rotating view point | AVI 6.0M |
See my following work on Spacetime Faces!
See my previous work on Rapid Shape Acquistion!