Spatial Statistics of Visual Keypoints for Texture Recognition

@inproceedings{Nguyen2010SpatialSO,
  title={Spatial Statistics of Visual Keypoints for Texture Recognition},
  author={Huu-Giao Nguyen and Ronan Fablet and Jean-Marc Boucher},
  booktitle={ECCV},
  year={2010}
}
In this paper, we propose a new descriptor of texture images based on the characterization of the spatial patterns of image keypoints. Regarding the set of visual keypoints of a given texture sample as the realization of marked point process, we define texture features from multivariate spatial statistics. Our approach initially relies on the construction of a codebook of the visual signatures of the keypoints. Here these visual signatures are given by SIFT feature vectors and the codebooks are… CONTINUE READING

Citations

Publications citing this paper.
Showing 1-9 of 9 extracted citations

Bin Ratio-Based Histogram Distances and Their Application to Image Classification

IEEE Transactions on Pattern Analysis and Machine Intelligence • 2014
View 1 Excerpt

Detecting parametric objects in large scenes by Monte Carlo sampling

International Journal of Computer Vision • 2013
View 1 Excerpt

References

Publications referenced by this paper.
Showing 1-10 of 30 references

Log Gaussian Cox processes and spatially aggregated disease incidence data.

Statistical methods in medical research • 2012
View 4 Excerpts
Highly Influenced

Locally Invariant Fractal Features for Statistical Texture Classification

2007 IEEE 11th International Conference on Computer Vision • 2007
View 7 Excerpts
Highly Influenced

On explicit formulas of edge effect correction for ripley’s k-function

F. Goreaud, R. Pélissier
Journal of Vegetation Science 10 • 1999
View 4 Excerpts
Highly Influenced

Viewpoint Invariant Texture Description Using Fractal Analysis

International Journal of Computer Vision • 2009
View 6 Excerpts
Highly Influenced

Statistical and Structural Approaches to Texture

-1
View 4 Excerpts
Highly Influenced

DAISY: An Efficient Dense Descriptor Applied to Wide-Baseline Stereo

IEEE Transactions on Pattern Analysis and Machine Intelligence • 2010
View 1 Excerpt

Geometric Feature Extraction by a Multimarked Point Process

IEEE Transactions on Pattern Analysis and Machine Intelligence • 2010
View 1 Excerpt

Invariant descriptors of sonar textures from spatial statistics of local features

2010 IEEE International Conference on Acoustics, Speech and Signal Processing • 2010
View 1 Excerpt

Similar Papers

Loading similar papers…