DocumentCode
2735024
Title
Robust video denoising for better subjective evaluation
Author
Acharya, Aditya ; Meher, Sukadev
Author_Institution
Electron. & Commun. Eng. Dept., Nat. Inst. of Technol. Rourkela, Odisha, India
fYear
2011
fDate
3-5 Nov. 2011
Firstpage
1
Lastpage
5
Abstract
Video denoising is a pre-processing step of many high level video processing applications since it can considerably enhance the perceived video quality, increase compression effectiveness, facilitate transmission bandwidth reduction and improve the performance of the subsequent higher level task such as feature extraction, object detection, prediction, coding and object tracking. In this paper, a new scheme for video denoising based on spatial filtering is proposed which synthesizes the blurring caused by averaging filter and sharpening due to high boost filter for effective objective and subjective video quality enhancement. The main drawback of averaging filter is that it gives a blurring effect and de-emphasizes the fine details from an image such as edges and texture. This blurring artefact is compensated through highboost filtering operation by selecting an appropriate value of the highboost weight factor intended for better video quality and superior HVS performance. Experimental results show that the proposed method achieves better performance of noise removal with much reduced blurring and fine detail preservation in terms of improved objective and subjective video quality.
Keywords
image denoising; image enhancement; image restoration; spatial filters; video coding; HVS performance; averaging filter; blurring synthesis; compression effectiveness; fine detail preservation; high level video processing; highboost filtering; highboost weight factor; image sharpening; noise removal; robust video denoising; spatial filtering; transmission bandwidth reduction; video preprocessing; video quality enhancement; Gaussian noise; Information filters; Information processing; Noise reduction; Video sequences; Image and video processing; Video denoising; additive white Gaussian noise; highboost filter; human visual system (HVS); spatial averaging filter; subjective evaluation;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Information Processing (ICIIP), 2011 International Conference on
Conference_Location
Himachal Pradesh
Print_ISBN
978-1-61284-859-4
Type
conf
DOI
10.1109/ICIIP.2011.6108967
Filename
6108967
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