Super-resolution of images based on local correlations

@article{Candocia1999SuperresolutionOI,
  title={Super-resolution of images based on local correlations},
  author={Frank M. Candocia and Jos{\'e} Carlos Pr{\'i}ncipe},
  journal={IEEE transactions on neural networks},
  year={1999},
  volume={10 2},
  pages={372-80}
}
An adaptive two-step paradigm for the superresolution of optical images is developed in this paper. The procedure locally projects image samples onto a family of kernels that are learned from image data. First, an unsupervised feature extraction is performed on local neighborhood information from a training image. These features are then used to cluster the neighborhoods into disjoint sets for which an optimal mapping relating homologous neighborhoods across scales can be learned in a… CONTINUE READING
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References

Publications referenced by this paper.
Showing 1-10 of 21 references

Neural Networks: A Comprehensive Foundation, New York:MacMillan

S. Haykin
1994
View 7 Excerpts
Highly Influenced

High-definition vector imaging for synthetic aperture radar

Conference Record of the Thirty-First Asilomar Conference on Signals, Systems and Computers (Cat. No.97CB36136) • 1997
View 3 Excerpts
Highly Influenced

The self-organizing map

Neurocomputing • 1998
View 2 Excerpts

An Adaptive Resampling Algorithm for Image Zooming

A. M. Darwish, M. S. Bedair
Proc. SPIE, Vol. 2666, pp. 131-144, 1996. • 1996
View 1 Excerpt

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