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Quantitative Analysis of the Viewpoint Consistency Constraint in Model-Based Vision

Li Du, Geoffrey D. Sullivan, Keith D. Baker
ICCV 1993 pp. 632-639
doi:10.1109/ICCV.1993.378152 /iccv/1993/du1993iccv-quantitative/

Abstract

The authors present a quantitative analysis of the viewpoint consistency constraint (VCC), which is the fundamental principle behind model-based methods for recognizing 3-D objects from 2-D data. It defines a measure of viewpoint consistency error (VCE), based on a formal model of image feature errors. Existing methods for establishing feature correspondences using the VCC are discussed. The poor performance of incremental methods is demonstrated and attributed to the failure to ensure that global consistency improves during search. A more reliable method, viewpoint consistency ascent, which uses the VCE explicitly as a heuristic for a state-space search, is presented. The two algorithms are compared in an experimental study. The approach to quantitative analysis of alternative algorithms is illustrated, which may be applied to model based object recognition more generally.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">&gt;</ETX>

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Cite

Text

Du et al. "Quantitative Analysis of the Viewpoint Consistency Constraint in Model-Based Vision." IEEE/CVF International Conference on Computer Vision, 1993. doi:10.1109/ICCV.1993.378152

Markdown

[Du et al. "Quantitative Analysis of the Viewpoint Consistency Constraint in Model-Based Vision." IEEE/CVF International Conference on Computer Vision, 1993.](https://mlanthology.org/iccv/1993/du1993iccv-quantitative/) doi:10.1109/ICCV.1993.378152

BibTeX

@inproceedings{du1993iccv-quantitative,
  title     = {{Quantitative Analysis of the Viewpoint Consistency Constraint in Model-Based Vision}},
  author    = {Du, Li and Sullivan, Geoffrey D. and Baker, Keith D.},
  booktitle = {IEEE/CVF International Conference on Computer Vision},
  year      = {1993},
  pages     = {632-639},
  doi       = {10.1109/ICCV.1993.378152},
  url       = {https://mlanthology.org/iccv/1993/du1993iccv-quantitative/}
}