Directional morphological filtering

被引:117
作者
Soille, P
Talbot, H
机构
[1] Commiss European Communities, Joint Res Ctr, Space Applicat Inst, I-21020 Ispra, Italy
[2] CSIRO, Math & Informat Sci, Image Anal Grp, N Ryde, NSW 2113, Australia
关键词
image analysis; mathematical morphology; rank filters; directional filters; periodic line; discrete geometry; granulometry; orientation field; radial decomposition;
D O I
10.1109/34.969120
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We show that a translation invariant implementation of min/max filters along a line segment of slope in the form of an irreducible fraction dy/dx can be achieved at the cost of 2 + k min/max comparisons per image pixel, where k = max(\ dx \, \ dy \). Therefore, for a given slope, the computation time is constant and independent of the length of the line segment. We then present the notion of periodic moving histogram algorithm. This allows for a similar performance to be achieved in the more general case of rank filters and rank-based morphological filters. Applications. to the filtering of thin nets and computation of both granulometries and orientation fields are detailed. Finally, two extensions are developed. The first deals with the decomposition of discrete disks and arbitrarily oriented discrete rectangles, while the second concerns min/max filters along gray tone periodic line segments.
引用
收藏
页码:1313 / 1329
页数:17
相关论文
共 60 条
[1]   RADIAL DECOMPOSITION OF DISKS AND SPHERES [J].
ADAMS, R .
CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1993, 55 (05) :325-332
[2]  
[Anonymous], 1999, MORPHOLOGICAL IMAGE, DOI 10.1007/978-3-662-03939-7_3
[3]   A FILTER BANK FOR THE DIRECTIONAL DECOMPOSITION OF IMAGES - THEORY AND DESIGN [J].
BAMBERGER, RH ;
SMITH, MJT .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1992, 40 (04) :882-893
[4]  
BEUCHER S, 1996, C NATL ECRIT DOCUMEN, P133
[5]   ALGORITHM FOR COMPUTER CONTROL OF A DIGITAL PLOTTER [J].
BRESENHAM, JE .
IBM SYSTEMS JOURNAL, 1965, 4 (01) :25-30
[6]   Fingerprint classification by directional image partitioning [J].
Cappelli, R ;
Lumini, A ;
Maio, D ;
Maltoni, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (05) :402-421
[7]   AN EFFICIENT ALGORITHM FOR RUNNING WINDOW PEL GRAY LEVEL RANKING IN 2-D IMAGES [J].
CHAUDHURI, BB .
PATTERN RECOGNITION LETTERS, 1990, 11 (02) :77-80
[8]   UNCERTAINTY RELATION FOR RESOLUTION IN SPACE, SPATIAL-FREQUENCY, AND ORIENTATION OPTIMIZED BY TWO-DIMENSIONAL VISUAL CORTICAL FILTERS [J].
DAUGMAN, JG .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1985, 2 (07) :1160-1169
[9]  
DAVIES ER, 1997, ELECTRON LETT, V33, P1774
[10]  
DONAHUE MJ, 1993, CVGIP-IMAG UNDERSTAN, V57, P185, DOI 10.1006/ciun.1993.1012