DocumentCode
3271564
Title
Fast Gaussian filter with second-order shift property of DCT-5
Author
Sugimoto, Kazuya ; Kamata, Sei-Ichiro
Author_Institution
Grad. Sch. of Inf., Production & Syst., Waseda Univ., Kitakyushu, Japan
fYear
2013
fDate
15-18 Sept. 2013
Firstpage
514
Lastpage
518
Abstract
This paper presents an efficient constant-time Gaussian filter which provides a high accuracy at a low cost over a wide range of scale σ. It requires only 14 multiplications per pixel in image filtering regardless of σ, which is fewer than state-of-the-art constant-time Gaussian filters. Main ideas of the paper are as follows: 1) introducing a second-order shift property of the discrete cosine transform type-5 (DCT-5) to convolve cosines faster, and 2) suppressing error propagation caused by the shift property. Experiments in image processing show that the proposed algorithm is 3.7× faster than a state-of-the-art recursive Gaussian filter and comparable to that of ±3σ-supported Gaussian convolution with σ = 2.33. The output accuracy is stable at around 80 [dB] all over σ ϵ [1, 128].
Keywords
Gaussian processes; convolution; discrete cosine transforms; image processing; recursive filters; DCT-5; Gaussian convolution; constant-time Gaussian filter; discrete cosine transform type-5; error propagation suppression; image filtering; image processing; recursive filter; second-order shift property; Accuracy; Algorithm design and analysis; Computational efficiency; Convolution; Discrete cosine transforms; Kernel; Signal processing algorithms; Gaussian filter; discrete cosine transform; scale-space theory; sliding DCT;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location
Melbourne, VIC
Type
conf
DOI
10.1109/ICIP.2013.6738106
Filename
6738106
Link To Document