Pattern recognition, inner products and correlation filters
Conference
·
OSTI ID:6143454
In this paper, we review correlation filters as an approach to pattern recognition with a special emphasis on the consequences of normalizing the correlation to achieve intensity invariance. Intensity invariance is effected using the Cauchy-Schwarz inequality to normalize the correlation integral. We discuss the implications of this criterion for the application of correlation filters to the pattern recognition problem. It is shown that normalized phase-only and synthetic discriminate functions do not provide the recognition/discrimination obtained with the classical matched filter. 34 refs., 5 figs.
- Research Organization:
- Sandia National Labs., Albuquerque, NM (United States)
- Sponsoring Organization:
- USDOE; USDOE, Washington, DC (United States)
- DOE Contract Number:
- AC04-76DP00789
- OSTI ID:
- 6143454
- Report Number(s):
- SAND-91-2354C; CONF-911101-2; ON: DE92002550
- Resource Relation:
- Conference: Annual meeting and exhibit of the Optical Society of America, San Jose, CA (United States), 3-8 Nov 1991
- Country of Publication:
- United States
- Language:
- English
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Related Subjects
47 OTHER INSTRUMENTATION
99 GENERAL AND MISCELLANEOUS//MATHEMATICS, COMPUTING, AND INFORMATION SCIENCE
PATTERN RECOGNITION
CORRELATION FUNCTIONS
FOURIER TRANSFORMATION
IMAGE PROCESSING
IMAGES
INTEGRAL EQUATIONS
OPTICAL FILTERS
SIGNAL-TO-NOISE RATIO
EQUATIONS
FILTERS
FUNCTIONS
INTEGRAL TRANSFORMATIONS
PROCESSING
TRANSFORMATIONS
440600* - Optical Instrumentation- (1990-)
990200 - Mathematics & Computers
99 GENERAL AND MISCELLANEOUS//MATHEMATICS, COMPUTING, AND INFORMATION SCIENCE
PATTERN RECOGNITION
CORRELATION FUNCTIONS
FOURIER TRANSFORMATION
IMAGE PROCESSING
IMAGES
INTEGRAL EQUATIONS
OPTICAL FILTERS
SIGNAL-TO-NOISE RATIO
EQUATIONS
FILTERS
FUNCTIONS
INTEGRAL TRANSFORMATIONS
PROCESSING
TRANSFORMATIONS
440600* - Optical Instrumentation- (1990-)
990200 - Mathematics & Computers