Stochastic Models for Generic Images

  title={Stochastic Models for Generic Images},
  author={Basilis Gidas},
The idea of using statistical inference for analyzing and understanding images has been used for at least 20 years, going back, for instance, to the work of Grenander [Gr] and Cooper [Co]. To apply these techniques, one needs, of course, a probabilistic model for some class of images or some class of structures present in images. Many models of this type have been introduced. There are stochastic models for image textures [GGGD], [ZMW], for contours in images [Mu], [GCK], for the decomposition… CONTINUE READING
Highly Influential
This paper has highly influenced 15 other papers. REVIEW HIGHLY INFLUENTIAL CITATIONS
Highly Cited
This paper has 262 citations. REVIEW CITATIONS

From This Paper

Topics from this paper.


Publications citing this paper.
Showing 1-10 of 143 extracted citations

Infinitely Divisible Cascades to Model the Statistics of Natural Images

IEEE Transactions on Pattern Analysis and Machine Intelligence • 2007
View 14 Excerpts
Highly Influenced

Depth Classification of Wildlife Footage

View 6 Excerpts
Highly Influenced

Image Decomposition Using Total Variation and div(BMO)

Multiscale Modeling & Simulation • 2005
View 4 Excerpts
Highly Influenced

Multi-dimensional infinitely divisible cascades to model the statistics of natural images

IEEE International Conference on Image Processing 2005 • 2005
View 7 Excerpts
Highly Influenced

Properties of Brownian Image Models in Scale-Space

Scale-Space • 2003
View 5 Excerpts
Highly Influenced

Wavelet Statistics of Sparse and Self-Similar Images

SIAM J. Imaging Sciences • 2015
View 5 Excerpts
Highly Influenced

Exact feature probabilities in images with occlusion.

Journal of vision • 2010
View 3 Excerpts
Highly Influenced

262 Citations

Citations per Year
Semantic Scholar estimates that this publication has 262 citations based on the available data.

See our FAQ for additional information.


Publications referenced by this paper.
Showing 1-5 of 5 references

van der Shaaf , Independent Component Filters of Natural Images

The Steerable Pyramid IEEE Int . Conf on Image Proc . • 1995

Poisson Processes

Oxford Univ.Press, • 1993
View 1 Excerpt

Syntactic Pattern Recognition of the ECG

IEEE Trans. Pattern Anal. Mach. Intell. • 1990
View 1 Excerpt

Mallat , Applied Mathematics meets Signal Processing

S. Ma

Princeton Univ

T.Hida, Stationary Stochastic Processes
Press, • 1970
View 2 Excerpts

Similar Papers

Loading similar papers…