adaptive optimum notch filter for periodic noise reduction in digital images

Authors

payman moallemi

majid behnampourii

abstract

periodic noises are unwished and spurious signals that create repetitive pattern on images and decreased the visual quality. firstly, this paper investigates various methods for reducing the effects of the periodic noise in digital images. then an adaptive optimum notch filter is proposed. in the proposed method, the regions of noise frequencies are determined by analyzing the spectral of noisy image. then, the repetitive pattern of the periodic noise is produced by applying the corresponding notch pass filter. finally, an output image with reduced periodic noise is restored by an optimum notch filter method. the results of the proposed adaptive optimum notch filter are compared by the mean and the median filtering techniques in frequency domain. the results show that the proposed filter has higher performances, visually and statistically, and has lower computational cost. in spite of the other compared methods, the proposed filter does not need to tune any parameters.

Upgrade to premium to download articles

Sign up to access the full text

Already have an account?login

similar resources

Adaptive Optimum Notch Filter for Periodic Noise Reduction in Digital Images

Periodic noises are unwished and spurious signals that create repetitive pattern on images and decreased the visual quality. Firstly, this paper investigates various methods for reducing the effects of the periodic noise in digital images. Then an adaptive optimum notch filter is proposed. In the proposed method, the regions of noise frequencies are determined by analyzing the spectral of noisy...

full text

An Adaptive Notch Filter For Noise Reduction and Signal Decomposition

Detection, estimation and filtering of desired signal in the presence of noise are some of the most common and practical problems in the analysis of time series. The analysis in the time domain often involves the comparison of two different signals and stochastic signals are usually more profitably analyzed in the time domain. Extraction of signal are considerably improves quality of signal. In...

full text

Shearlet-Based Adaptive Noise Reduction in CT Images

The noise in reconstructed slices of X-ray Computed Tomography (CT) is of unknown distribution, non-stationary, oriented and difficult to distinguish from main structural information. This requires the development of special post-processing methods based on the local statistical evaluation of the noise component. This paper presents an adaptive method of reducing noise in CT images employing th...

full text

Improved Adaptive Median Filter Algorithm for Removing Impulse Noise from Grayscale Images

Digital image is often degraded by many kinds of noise during the process of acquisition and transmission. To make subsequent processing more convenient, it is necessary to decrease the effect of noise. There are many kinds of noises in image, which mainly include salt and pepper noise and Gaussian noise. This paper focuses on median filters to remove the salt and pepper noise. After summarizin...

full text

A windowed Gaussian notch filter for quasi-periodic noise removal

This paper presents an efficient method of quasi-periodic noise detection and filtering. Taking into account that periodic noise leaves peaks in the amplitude spectrum, the proposed approach focuses on their detection and elimination. The detection is performed semiautomatically using a local median whereupon the localized peaks are eliminated by a modified Gaussian notch filter. The proposed a...

full text

Self-Adaptive Morphological Filter for Noise Reduction of Partial Discharge Signals

Partial Discharge assessment in the insulation of high voltage equipment is one of the most popular approaches for prevention of the insulation breakdown. In the procedure of thisassessment, noise reduction of partial discharge signals to get the original PD signal for accurate evaluation is inevitable. This denoising process shall be carried out such a way that the main features of the p...

full text

My Resources

Save resource for easier access later


Journal title:
international journal of electrical and electronics engineering

جلد ۴۲، شماره ۱، صفحات ۱-۷

Hosted on Doprax cloud platform doprax.com

copyright © 2015-2023