A NEW ALGORITHM FOR IMAGE NOISE-REDUCTION USING MATHEMATICAL MORPHOLOGY

被引:106
作者
PETERS, RA [1 ]
机构
[1] BALLIST MISSILE DEF ORG,CTR PLUME DATA,ARNOLD AFB,TN
关键词
D O I
10.1109/83.382491
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Morphological openings and closings are useful for the smoothing of gray-scale images. However, their use for image noise reduction is limited by their tendency to remove important, thin features from an image along with the noise. This paper is a description and analysis of a new morphological image cleaning algorithm (MIG) that preserves thin features while removing noise, MIC is useful for gray-scale images corrupted by dense, low-amplitude, random, or patterned noise. Such noise is typical of scanned or still-video images, MIC differs from previous morphological noise filters in that it manipulates residual images-the differences between the original image and morphologically smoothed versions. It calculates residuals on a number of different scales via a morphological size distribution. It discards regions in the various residuals that it judges to contain noise. MIC creates a cleaned image by recombining the processed residual images with a smoothed version. This paper describes the MIC algorithm in detail, discusses the effects of parametric variations, presents the results of a noise analysis and shows a number of examples of its use, including the removal of scanner noise. The paper also demonstrates that MIC significantly improves the JPEG compression of a gray-scale image.
引用
收藏
页码:554 / 568
页数:15
相关论文
共 29 条
  • [21] INTRODUCTION TO MATHEMATICAL MORPHOLOGY
    SERRA, J
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 35 (03): : 283 - 305
  • [22] SERRA J, 1982, IMAGEANAL MATH MORPH
  • [23] Serra J., 1988, IMAGE ANAL MATH MORP, VII
  • [24] SONG J, 1990, UNPUB CIRCUITS SYST
  • [25] GRAYSCALE MORPHOLOGY
    STERNBERG, SR
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 35 (03): : 333 - 355
  • [26] GRADIENT INVERSE WEIGHTED SMOOTHING SCHEME AND THE EVALUATION OF ITS PERFORMANCE
    WANG, DCC
    VAGNUCCI, AH
    LI, CC
    [J]. COMPUTER GRAPHICS AND IMAGE PROCESSING, 1981, 15 (02): : 167 - 181
  • [27] THRESHOLD EVALUATION TECHNIQUES
    WESZKA, JS
    ROSENFELD, A
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1978, 8 (08): : 622 - 629
  • [28] SURVEY OF THRESHOLD SELECTION TECHNIQUES
    WESZKA, JS
    [J]. COMPUTER GRAPHICS AND IMAGE PROCESSING, 1978, 7 (02): : 259 - 265
  • [29] WOEHRMANN MH, 1991, IMAGE ALCHEMY