DocumentCode :
2554110
Title :
Rayleigh based bilateral filtering for flash and no-flash image pairs
Author :
Sinha, Abhijeet Kumar ; Bhateja, Vikrant ; Sharma, Anand
Author_Institution :
Dept. of Electron. & Commun. Eng., SRMGPC, Lucknow, India
fYear :
2015
fDate :
19-20 Feb. 2015
Firstpage :
559
Lastpage :
563
Abstract :
Digital photography provides a quick and facile means to capture a pair of images i.e. flash and no-flash image. Digital images are often superimposed by noises at the acquisition stage depending upon the availability of lighting. Image denoising is a key technology to reduce the noise levels from the images while preserving the fine details and structures. Predominantly, conventional Bilateral filter is employed, providing better noise reduction capabilities with low noise density while preserving the edges. The spatial processing of pixels is reckoned by using a Gaussian function (symmetric and smoothly decaying function). This paper introduces a Bilateral filter which incorporates a Rayleigh distribution function in its domain filter to smoothen out the image pairs more effectively. This filter has been implemented on both the images (flash and no-flash) in the present work. Simulations are carried out on the images contaminated with different levels of Gaussian noise and are evaluated on the basis of Peak Signal-to-Noise Ratio (PSNR) and Structural Similarity (SSIM) as image quality parameters. Performance of the proposed filter has shown significant results when compared to the conventional Bilateral filter.
Keywords :
Gaussian processes; digital photography; edge detection; image denoising; smoothing methods; Gaussian function; Gaussian noise; PSNR; Rayleigh distribution function; Rayleigh-based bilateral filtering; SSIM; acquisition stage; conventional Bilateral filter; digital images; digital photography; domain filter; edge preservation; fine detail preservation; flash-no-flash image pairs; image denoising; image pair smoothing; image quality parameters; lighting availability; low-noise density; noise level reduction; noise reduction capability; peak signal-to-noise ratio; pixel spatial processing; smoothly-decaying function; structural similarity; structure preservation; symmetric function; Adaptive filters; Filtering; Filtering algorithms; Image edge detection; Noise reduction; PSNR; Bilateral filter; Flash image; Image denoising; No-flash image; PSNR;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Integrated Networks (SPIN), 2015 2nd International Conference on
Conference_Location :
Noida
Print_ISBN :
978-1-4799-5990-7
Type :
conf
DOI :
10.1109/SPIN.2015.7095418
Filename :
7095418
Link To Document :
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