DocumentCode :
1658659
Title :
An alternative SR spatial enhancement based on adaptive meridian filter and GOM registration for severe noisy blurred videos
Author :
Thakulsukanant, Kornkamol ; Patanavijit, Vorapoj
Author_Institution :
Assumption Univ. of Thailand, Thailand
fYear :
2015
Firstpage :
1
Lastpage :
5
Abstract :
Commonly, filtering technique and the video registration technique are two main significance factors of a video SR (Super Resolution) enhancement algorithm. First, the classical filtering technique is based on a linear filter such as mean or median filter that are only suitable for noiseless or low power noise. Later, classical video registration techniques are usually based on a simple translation model because of the fast computation and easy implementation thereby this registration has high precision error. To get over both problems, this paper proposed the alternative SR spatial enhancement using adaptive meridian filter and GOM (General Observation Model) registration for severe noisy blurred videos. The adaptive meridian filter is a robust filter, which is desire for controlling high power outlier, and GOM is a high precision registration technique, which is desired for registering a fast spatial sequence. For proving the proposed performance, the simulated experiments are done in several environments as following: 1. Additive White Gaussian Noise (AWGN) at SNR=15, 17.5, 20, 22.5, 25dB; 2. Poisson Noise; 3. Multiplicative White Gaussian Noise (Speckle Noise) at V=0.01, 0.02, 0.03; 4. Salt and Pepper Noise at D=0.005, 0.010, 0.015. The proposed enhancement algorithm shows that the PSRN of the enhanced image is higher than the SR spatial enhancement based on classical filter with classical registration and GOM registration.
Keywords :
AWGN; adaptive filters; image denoising; image enhancement; image filtering; image registration; image restoration; image sequences; video signal processing; AWGN; GOM registration; PSRN; Poisson noise; SNR; adaptive meridian filter; additive white gaussian noise; general observation model registration; high power outlier control; linear filter; multiplicative white gaussian noise; pepper noise; salt noise; simple translation model; spatial sequence; video SR spatial enhancement algorithm; video registration technique; AWGN; Adaptive filters; Mathematical model; Spatial resolution; Videos; Adaptive Meridian Filter; Regularized Constrained Superresolution; Superresolution (SRR);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2015 12th International Conference on
Conference_Location :
Hua Hin
Type :
conf
DOI :
10.1109/ECTICon.2015.7206927
Filename :
7206927
Link To Document :
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