US 6,983,068 B2 | ||
Picture/graphics classification system and method | ||
Salil Prabhakar, Redwood City, Calif. (US); Hui Cheng, Bridgewater, N.J. (US); Zhigang Fan, Webster, N.Y. (US); John C. Handley, Fairport, N.Y. (US); and Ying-wei Lin, Penfield, N.Y. (US) | ||
Assigned to Xerox Corporation, Stamford, Conn. (US) | ||
Filed on Sep. 28, 2001, as Appl. No. 9/965,922. | ||
Prior Publication US 2002/0031268 A1, Mar. 14, 2002 | ||
This patent is subject to a terminal disclaimer. | ||
Int. Cl. G06K 9/00 (2006.01) |
U.S. Cl. 382—162 | 3 Claims |
1. A method for classification of an input image in natural picture or synthetic graphics classes, comprising the following
steps:
a) extracting one or more spatial gray-level dependence texture features from the input image;
b) processing each extracted feature using an algorithm associated with the feature;
c) comparing the result of each feature algorithm to one or more previously selected thresholds;
d) if, according to previously determined rules, any comparison is determinative of the class of the input image, classifying
the input image in either the natural picture or synthetic graphics class according to the previously determined rules, otherwise
indicating the result is indeterminate, step a) includes the following steps:
e) processing the input image using a low-pass filter and initializing a spatial gray-level dependence matrix to zero, in
any order;
f) building a spatial gray-level dependence matrix using the processed input image; and
g) extracting features of the spatial gray-level dependence matrix; and
wherein steps a)–g) are performed in conjunction with a variance feature, a bias feature, a skewness feature and a fitness
feature of the spatial gray-level dependence matrix.
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