JOURNAL ARTICLE

Image Denoising Using Discrete Wavelet Transform

Abstract

Image Restoration is one of the major tasks in Image Processing which is used to recover or restore the original image when it is subjected to some sort of damage. There are a lot of Traditional methods which deal with the restoration of images. In this work, we propose a work which reduces the blocking artifacts to a great extent and allow the Ridglet transform along with the Radon transform to act on the image. Then the Discrete Wavelet Transform is applied to remove the artifacts. A new method of Mean Square Difference of Slope (MSDS) which involves the Horizontal, Vertical and Diagonal components of the image is used for effective restoration of the image. From the experimental results, it is evident that the new method is more effective in image restoration compared to that of the application of Discrete Cosine Transform over the image.

Keywords:
Image restoration Top-hat transform Artificial intelligence Wavelet transform Computer vision Discrete wavelet transform Discrete cosine transform Image processing Image (mathematics) Diagonal Radon transform Mathematics Noise reduction Wavelet Computer science Feature detection (computer vision) Pattern recognition (psychology)

Metrics

9
Cited By
0.96
FWCI (Field Weighted Citation Impact)
9
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

Related Documents

JOURNAL ARTICLE

CT Image Denoising using Discrete Wavelet Transform

Swapna KattaDeepak Garg

Journal:   Biomedical Informatics and Smart Healthcare Year: 2025 Vol: 1 (2)Pages: 44-44
JOURNAL ARTICLE

Image Denoising Using Discrete Wavelet Transform : A Theoretical Framework

Praveen BhargavaShruti Bhargava ChoubeyRakesh Kumar BhujadeNilesh Jain

Journal:   International Journal of Engineering & Technology Year: 2018 Vol: 7 (2.16)Pages: 120-120
JOURNAL ARTICLE

Complex Discrete Wavelet Transform-Based Image Denoising

Hadeel N. AbdullahJ. AzizMohammed A. Al Ghamdi

Journal:   Engineering and Technology Journal Year: 2011 Vol: 29 (5)Pages: 833-850
© 2026 ScienceGate Book Chapters — All rights reserved.