DocumentCode
1087214
Title
Three-dimensional median-related filters for color image sequence filtering
Author
Viero, Timo ; Öistämö, Kai ; Neuvo, Yrjö
Author_Institution
Signal Process. Lab., Tampere Univ. of Technol., Finland
Volume
4
Issue
2
fYear
1994
fDate
4/1/1994 12:00:00 AM
Firstpage
129
Abstract
Most current algorithms developed for image sequence filtering require motion information in order to obtain good results both in the still and moving parts of an image sequence. In the present paper, filters which completely preserve stationary regions in image sequences are introduced. In moving regions, the 3D filters inherently reduce to spatial filters and perform well in these areas without any motion-compensation or motion-detection. A new multivariate filtering operation called the alpha-trimmed vector median is proposed. Guidelines for the determination of optimal 3D median-related structures for color and gray-level image sequence filtering are given. Algorithms based on vector median, extended vector median, alpha-trimmed vector median, and componentwise median operations are developed. Properties of the human visual system are taken into account in the design of filters. Noise attenuation and detail preservation capability of the filters is examined. In particular, the impulsive noise attenuation capability of the filters is analyzed theoretically. Simulation results based on real image sequences are given
Keywords
filtering and prediction theory; image segmentation; image sequences; multidimensional digital filters; spatial filters; 3D filters; alpha-trimmed vector median; color image sequence filtering; componentwise median operation; detail preservation capability; extended vector median operation; gray-level; impulsive noise attenuation capability; moving regions; multivariate filtering; noise attenuation; spatial filters; stationary regions; three-dimensional median-related filters; Attenuation; Color; Colored noise; Filtering algorithms; Guidelines; Humans; Image sequences; Information filtering; Information filters; Spatial filters;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/76.285620
Filename
285620
Link To Document