DocumentCode
2605249
Title
Feature selective template mode filtering
Author
McMurray, Tom ; Pearce, John A.
Author_Institution
Biomed. Eng. Program, Texas Univ., Austin, TX, USA
fYear
1993
fDate
3-6 May 1993
Firstpage
531
Abstract
Mode filtering consists of modifying the domain point-pixel value of a template by the maximum of the probability density function of the image values contained within the template support, estimated by the local histogram. The limitations of mode filtering are addressed by feature selective templates utilized as structuring elements in morphological hit-miss transformations which preserve the edge intensity patterns potentially corrupted by the mode filtering operation. For nonunique modes, the central template pixel value is modified to the mode pixel value with the minimum absolute difference between these modes and the central template pixel. If the modes are symmetric about the central pixel value, producing equivalent minimum absolute differences, the template size is adaptively increased until a unique mode or a unique minimum absolute difference is obtained. Simulations are provided demonstrating the performance improvement of feature selective template mode filtering relative to other nonlinear image enhancement operations
Keywords
edge detection; feature extraction; filtering theory; image enhancement; domain point-pixel value; edge intensity patterns; feature selective templates; image enhancement; image values; local histogram; minimum absolute difference; mode filtering; morphological hit-miss transformations; nonunique modes; probability density function; structuring elements; unique minimum absolute difference; unique mode; Biomedical engineering; Filtering; Histograms; Image enhancement; Image processing; Nonlinear filters; Pixel; Probability density function; Statistics; Uncertainty;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 1993., ISCAS '93, 1993 IEEE International Symposium on
Conference_Location
Chicago, IL
Print_ISBN
0-7803-1281-3
Type
conf
DOI
10.1109/ISCAS.1993.393775
Filename
393775
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