Color Edge Preserving Smoothing

被引:0
作者
Alsam, Ali [1 ]
Rivertz, Hans Jakob [1 ]
机构
[1] Sor Trondelag Univ Coll HiST, Dept Informat & E Learning AITeL, Trondheim, Norway
来源
ADVANCES IN VISUAL COMPUTING, ISVC 2013, PT I | 2013年 / 8033卷
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The creation of a successively smoother image that retains the edge information of the original is a problem that has attracted researchers and resulted in many different algorithms. Most methods share the same fundamental steps where a measure of the strength of the edge is defined and as a second step diffusion is allowed along the edge but not across it. Moreover, these algorithms are either designed for monochromatic images or developed to consider the color values in their spatial space and thus treat the color image as a single function rather than n different channels. In this paper, we introduce an edge preserving smoothing method which defines an edge by diffusing two color vectors and considering the effect of that operation on the local gradients. We argue that diffusing in the direction of strong gradients results in an increase of small neighboring gradients. This simple observation is shown to result in accurate edge detection and preservation. Our operation is performed in a local color space where we decompose all color values into a component that is along the pixel value under consideration and another that is orthogonal to it thus allowing us to control the level of allowable color change.
引用
收藏
页码:79 / 86
页数:8
相关论文
共 50 条
[21]   A Robust Method for Edge-Preserving Image Smoothing [J].
Dong, Gang ;
Palaniappan, Kannappan .
ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PROCEEDINGS, 2008, 5259 :390-+
[22]   Realization of adaptive edge-preserving smoothing filters [J].
Muneyasu, M ;
Wada, Y ;
Hinamoto, T .
ELECTRONICS AND COMMUNICATIONS IN JAPAN PART III-FUNDAMENTAL ELECTRONIC SCIENCE, 1997, 80 (10) :19-27
[23]   A NEW CLASS OF EDGE-PRESERVING SMOOTHING FILTERS [J].
HARWOOD, D ;
SUBBARAO, M ;
HAKALAHTI, H ;
DAVIS, LS .
PATTERN RECOGNITION LETTERS, 1987, 6 (03) :155-162
[24]   Fast bilateral filter for edge-preserving smoothing [J].
Guarnieri, G ;
Marsi, S ;
Ramponi, G .
ELECTRONICS LETTERS, 2006, 42 (07) :396-397
[25]   WAVEFORM SEGMENTATION AND DESCRIPTION USING EDGE PRESERVING SMOOTHING [J].
PRAZDNY, K .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1983, 23 (03) :327-333
[26]   Image segmentation on adaptive edge-preserving smoothing [J].
He, Kun ;
Wang, Dan ;
Zheng, Xiuqing .
JOURNAL OF ELECTRONIC IMAGING, 2016, 25 (05)
[27]   Edge preserving filters on color images [J].
Hong, V ;
Palus, H ;
Paulus, D .
COMPUTATIONAL SCIENCE - ICCS 2004, PROCEEDINGS, 2004, 3039 :34-40
[28]   A Generalized Framework for Edge-Preserving and Structure-Preserving Image Smoothing [J].
Liu, Wei ;
Zhang, Pingping ;
Liu, Yinjie ;
Huang, Xiaolin ;
Yang, Jie ;
Reid, Ian .
THIRTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THE THIRTY-SECOND INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE AND THE TENTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2020, 34 :11620-11628
[29]   A Generalized Framework for Edge-Preserving and Structure-Preserving Image Smoothing [J].
Liu, Wei ;
Zhang, Pingping ;
Lei, Yinjie ;
Huang, Xiaolin ;
Yang, Jie ;
Ng, Michael .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 44 (10) :6631-6648
[30]   A REGULARIZATION METHOD FOR ONEDIMENSIONAL EDGE-DETECTION AND EDGE-PRESERVING SMOOTHING [J].
CHENG, B ;
KAY, J .
COMPUTATIONAL STATISTICS, 1995, 10 (01) :53-69