The Effect of Indexing on the Complexity of Object Recognition

ICCV 1990 pp. 644-651

doi:10.1109/ICCV.1990.139610 /iccv/1990/grimson1990iccv-effect/

Abstract

An examination is made of the problem of selecting models from a library, and the combinatorics of determining that a candidate object is not present in the data are examined. It is shown that the expected search is again exponential, implying that naive approaches to indexing are likely to carry an expensive overhead, since exponential work is needed to weed out each incorrect model. The analytical results are shown to be in agreement with empirical data for cluttered object recognition.<<ETX>>

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Text

Grimson. "The Effect of Indexing on the Complexity of Object Recognition." IEEE/CVF International Conference on Computer Vision, 1990. doi:10.1109/ICCV.1990.139610

Markdown

[Grimson. "The Effect of Indexing on the Complexity of Object Recognition." IEEE/CVF International Conference on Computer Vision, 1990.](https://mlanthology.org/iccv/1990/grimson1990iccv-effect/) doi:10.1109/ICCV.1990.139610

BibTeX

@inproceedings{grimson1990iccv-effect,
  title     = {{The Effect of Indexing on the Complexity of Object Recognition}},
  author    = {Grimson, W. Eric L.},
  booktitle = {IEEE/CVF International Conference on Computer Vision},
  year      = {1990},
  pages     = {644-651},
  doi       = {10.1109/ICCV.1990.139610},
  url       = {https://mlanthology.org/iccv/1990/grimson1990iccv-effect/}
}