Title :
Analysis and Application of Image SVD as Filter Evaluation Standard
Author :
Wang, Chunping ; Cheng, YuanZeng ; Fu, Qiang
Author_Institution :
Dept. of Opt. & Electron. Eng., Machine Eng. Coll., Shijiazhuang, China
Abstract :
The effect of the image filter using SVD directly is strongly restricted by image interclass orientation and noise characteristic. By simulation and analysis, this paper present that not only the singular values but also the singular vectors are sensitive to above mentioned factors. And a method using the sensitivity is proposed to evaluate and select appropriate filtering methods quantitatively. The comparison is basing on the singular values of various filters outputs. The following simulation results show that the method can reflect the filtering effect of visual experience; it could be used for a large number of real-time image filtering and video filtering.
Keywords :
image denoising; singular value decomposition; image SVD analysis; image interclass orientation; real time image filtering method; real time video filtering method; singular value decomposition; Filtering; Image reconstruction; Noise; Optical filters; Presses; Simulation; Evaluation Standard; SVD; image filter;
Conference_Titel :
Pervasive Computing Signal Processing and Applications (PCSPA), 2010 First International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-8043-2
Electronic_ISBN :
978-0-7695-4180-8
DOI :
10.1109/PCSPA.2010.213