DocumentCode
1682247
Title
A compact probability model for natural clutter
Author
Srivastava, Anuj ; Grenander, Ulf
Author_Institution
Dept. of Stat., Florida State Univ., Tallahassee, FL, USA
Volume
2
fYear
2001
Firstpage
560
Abstract
We present a framework for modeling background clutter in natural images. Assuming that: (i) images are made up of 2D (projected) views of 3D (real) objects, and (ii) certain simplifying conditions hold, we present an analytical density for the derivatives of the natural images. This expression is shown to match well with the observed densities (histograms)
Keywords
clutter; image processing; probability; statistical analysis; 2D projected views; 3D real objects; analytical density; background clutter modeling; compact probability model; histograms; natural clutter; observed densities; statistical image analysis; Context modeling; Face detection; Histograms; Image edge detection; Image recognition; Image texture analysis; Pixel; Probability; Shape; Statistics;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location
Thessaloniki
Print_ISBN
0-7803-6725-1
Type
conf
DOI
10.1109/ICIP.2001.958553
Filename
958553
Link To Document