pgmtextureSection: User Commands (1)
Updated: 22 Aug 1991
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NAMEpgmtexture - calculate textural features on a portable graymap
SYNOPSISpgmtexture [-d d] [pgmfile]
DESCRIPTIONReads a portable graymap as input. Calculates textural features based on spatial dependence matrices at 0, 45, 90, and 135 degrees for a distance d (default = 1). Textural features include:
(1) Angular Second Moment,
(5) Inverse Difference Moment,
(6) Sum Average,
(7) Sum Variance,
(8) Sum Entropy,
(10) Difference Variance,
(11) Difference Entropy,
(12, 13) Information Measures of Correlation, and
(14) Maximal Correlation Coefficient.
Algorithm taken from:
Haralick, R.M., K. Shanmugam, and I. Dinstein. 1973. Textural features for image classification. IEEE Transactions on Systems, Man, and Cybertinetics, SMC-3(6):610-621.
BUGSThe program can run incredibly slow for large images (larger than 64 x 64) and command line options are limited. The method for finding (14) the maximal correlation coefficient, which requires finding the second largest eigenvalue of a matrix Q, does not always converge.
REFERENCESIEEE Transactions on Systems, Man, and Cybertinetics, SMC-3(6):610-621.
SEE ALSOpgm(5), pnmcut(1)
AUTHORCopyright (C) 1991 by Texas Agricultural Experiment Station, employer for hire of James Darrell McCauley.