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Depth Distortion

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Related Concepts

Camera Calibration; Perspective Camera; Active Stereo Vision

Definition

Depth distortion refers to the distortion on the recovered structure from motion or from stereo due to imprecision or errors in the cameras’ intrinsic and extrinsic parameters.

Background

In structure from motion, when a camera’s intrinsic parameters are imprecise or even erroneous, the estimated motion is not accurate, and the structure inferred from motion will be a distorted version of the true structure in the environment. In stereo, when the cameras’ intrinsic and extrinsic parameters are imprecise or even erroneous, the reconstructed 3D scene will be a distorted version of the true scene in the environment.

Theory

As an example, Fig. 1 illustrates a case where the focal length is misestimated. The top view of two cameras is shown. The line segment BE is the true structure in the environment. It is projected to the images according to the true optical center O1 and O2, respectively. However,...

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References

  1. Ayache N (1991) Artificial vision for mobile robots. MIT, Cambridge

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  2. Zhang Z, Faugeras OD (1992) 3D dynamic scene analysis: a stereo based approach. Springer, Berlin/Heidelberg

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  4. Triggs B (1998) Autocalibration from planar scenes. In: Proceedings of the 5th European conference on computer vision (ECCV), Freiburg, Germany, pp 89–105

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  5. Zhang Z (1990) Motion analysis from a sequence of stereo frames and its applications. Ph.D. thesis, University of Paris-Sud, Orsay, Paris, France

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  6. Cheong LF, Peh CH (2004) Depth distortion under calibration uncertainty. Comput Vis Image Underst 93:221–244

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Correspondence to Zhengyou Zhang .

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© 2014 Springer Science+Business Media New York

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Zhang, Z. (2014). Depth Distortion. In: Ikeuchi, K. (eds) Computer Vision. Springer, Boston, MA. https://doi.org/10.1007/978-0-387-31439-6_166

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