Overcomplete steerable pyramid filters and rotation invariance (1994)
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| Venue: | In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition |
| Citations: | 48 - 4 self |
BibTeX
@INPROCEEDINGS{Greenspan94overcompletesteerable,
author = {H. Greenspan and S. Belongie and R. Goodman and P. Perona and S. Rakshit and C. H. Anderson},
title = {Overcomplete steerable pyramid filters and rotation invariance},
booktitle = {In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
year = {1994},
pages = {222--228}
}
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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 pyramid. We apply the generated steerable pyramid to orientation-invarianttexture analysis to demonstrate its excellent rotational isotropy. High classification rates and precise rotation identification are demonstrated. 1
Citations
| 849 | The Laplacian pyramid as a compact image code - Burt, Adelson - 1983 |
| 688 | The Design and Use of Steerable Filters - Freeman, Adelson - 1991 |
| 112 | Deformable kernels for early vision - Perona - 1995 |
| 92 | Texture discrimination by Gabor functions - Turner - 1986 |
| 64 | Texture analysis using two-dimensional quadrature filters - Knutsson, Granlund - 1983 |
| 34 | Rotation Invariant Texture Recognition Using a Steerable Pyramid - Greenspan, Belongie, et al. - 1994 |
| 13 | Learning Texture Discrimination Rules in a Multiresolution System," to appear in the special issue on "Learning - Greenspan, Goodman, et al. - 1994 |
| 11 | A Filter-Subtract-Decimate Hierarchical Pyramid Signal Analyzing and Synthesizing Technique," United States Patent 4,718,104 - Anderson - 1987 |
| 2 | MultichannelTextureAnalysis Using Localized Spatial Filters - Bovik, Clark, et al. - 1990 |
