Scale-Space and Edge Detection Using Anisotropic Diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Color image processing and applications
Color image processing and applications
Adaptive vector median filtering
Pattern Recognition Letters
Adaptive Color Image Filtering Based on Center-Weighted Vector Directional Filters
Multidimensional Systems and Signal Processing
Fast adaptive similarity based impulsive noise reduction filter
Real-Time Imaging - Special issue on spectral imaging
Fast detection and impulsive noise removal in color images
Real-Time Imaging - Special issue on multi-dimensional image processing
A fast impulsive noise color image filter using fuzzy metrics
Real-Time Imaging - Special issue on multi-dimensional image processing
Isolating impulsive noise pixels in color images by peer group techniques
Computer Vision and Image Understanding
An impulsive noise color image filter using learning-based color morphological operations
Digital Signal Processing
Noise Removal Using Nonlinear Anisotropic Diffusion Filtering Based on Statistic-Local Open System
CISP '08 Proceedings of the 2008 Congress on Image and Signal Processing, Vol. 3 - Volume 03
Rank-Ordered differences statistic based switching vector filter
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
Impulse Noise Removal From Digital Images by a Detail-Preserving Filter Based on Type-2 Fuzzy Logic
IEEE Transactions on Fuzzy Systems
Image enhancement using the modified ICM method
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
A New Fuzzy Color Correlated Impulse Noise Reduction Method
IEEE Transactions on Image Processing
Modified switching median filter for impulse noise removal
Signal Processing
Quaternion switching filter for impulse noise reduction in color image
Signal Processing
Fast communication: Analysis and improvement of SUSAN algorithm
Signal Processing
Peer group and fuzzy metric to remove noise in images using heterogeneous computing
Euro-Par'11 Proceedings of the 2011 international conference on Parallel Processing
Modified bilateral filter for the restoration of noisy color images
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Reduced ordering technique of impulsive noise removal in color images
CCIW'13 Proceedings of the 4th international conference on Computational Color Imaging
| Hi-index | 0.10 |
In this paper a novel approach to the problem of impulsive noise reduction in color images is presented. The proposed technique is based on the evaluation of the statistical properties of a sorted sequence of accumulated distances used for the calculation of the vector median. The detection of corrupted pixels is performed using the Fisher's linear discriminant working on the aggregated distances assigned to each of the pixels from the filtering window. The aim of the discriminant is to divide the pixels into two classes: a peer group of pixels similar to the vector median and a set of pixels consisting of outliers injected into the image by the noise process. The described filter enables reliable detection of impulses and its output switches between the vector median and the original, undisturbed pixel. In order to increase the filter's performance, a thresholding scheme is introduced to enhance the detail preserving abilities of the proposed noise attenuation scheme.