DocumentCode
1791293
Title
Improved BM3D by using region growing segmentation & Sobel edge technique
Author
Rehan Afzal, H.M. ; Ali, Hamza ; Asif, Muhammad
Author_Institution
Sch. of Electron. & Inf., Northwestern Polytech. Univ., Xi´an, China
fYear
2014
fDate
14-16 Oct. 2014
Firstpage
164
Lastpage
168
Abstract
In image processing to achieve de-noising is an important task. The main thing in image de-noising is to attain edges of image. Many algorithms and methods have been proposed recently but they have not yet achieved the desired level. Among these block matching 3D (BM3D) is the method which is considered best to remove noise as compared to previous techniques. Before BM3D technique, Non Local Means technique was introduced which is a very simple technique with normal results. This work is the expansion of BM3D de-noising technique, in which region growing segmentation technique has been used. Also Sobel edge operator is added to improve the results. The proposed algorithm shows very good results for standard as well as satellite images in terms of PSNR and removal of blurriness, it is very good for sharpness of image; edges of satellite images should be very clear and the proposed algorithm achieves this feature.
Keywords
edge detection; image denoising; image matching; image segmentation; PSNR; Sobel edge operator; Sobel edge technique; block matching 3D method; blurriness removal; image denoising; image processing; improved BM3D denoising technique; noise removal; nonlocal means technique; region growing segmentation technique; satellite images; Arrays; Image edge detection; Image segmentation; Noise; Noise measurement; Satellites; Three-dimensional displays; Image Denoising; Image restoration; Improved BM3D; Noise Removal; Remove blurriness;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing (CISP), 2014 7th International Congress on
Conference_Location
Dalian
Type
conf
DOI
10.1109/CISP.2014.7003770
Filename
7003770
Link To Document