ML Anthology

Overcomplete Steerable Pyramid Filters and Rotation Invariance

Hayit Greenspan, Serge J. Belongie, Rodney M. Goodman, Pietro Perona, Subrata Rakshit, Charles H. Anderson
CVPR 1994 pp. 222-228
doi:10.1109/CVPR.1994.323833 /cvpr/1994/greenspan1994cvpr-overcomplete/

Abstract

A given (overcomplete) discrete oriented pyramid may be converted into a steerable pyramid by interpolation. We present a technique for deriving the optimal interpolation functions (otherwise called 'steering coefficients'). The proposed scheme is demonstrated on a computationally efficient oriented pyramid, which is a variation on the Burt and Adelson (1983) pyramid. We apply the generated steerable pyramid to orientation-invariant texture analysis in order to demonstrate its excellent rotational isotropy. High classification rates and precise rotation identification are demonstrated.

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Text

Greenspan et al. "Overcomplete Steerable Pyramid Filters and Rotation Invariance." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 1994. doi:10.1109/CVPR.1994.323833

Markdown

[Greenspan et al. "Overcomplete Steerable Pyramid Filters and Rotation Invariance." IEEE/CVF Conference on Computer Vision and Pattern Recognition, 1994.](https://mlanthology.org/cvpr/1994/greenspan1994cvpr-overcomplete/) doi:10.1109/CVPR.1994.323833

BibTeX

@inproceedings{greenspan1994cvpr-overcomplete,
  title     = {{Overcomplete Steerable Pyramid Filters and Rotation Invariance}},
  author    = {Greenspan, Hayit and Belongie, Serge J. and Goodman, Rodney M. and Perona, Pietro and Rakshit, Subrata and Anderson, Charles H.},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year      = {1994},
  pages     = {222-228},
  doi       = {10.1109/CVPR.1994.323833},
  url       = {https://mlanthology.org/cvpr/1994/greenspan1994cvpr-overcomplete/}
}