Fast Gaussian filter with second-order shift property of DCT-5

Kenjiro Sugimoto, Sei Ichiro Kamata

研究成果: Conference contribution

34 被引用数 (Scopus)

抄録

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 [1, 128].

本文言語English
ホスト出版物のタイトル2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings
ページ514-518
ページ数5
DOI
出版ステータスPublished - 2013 12月 1
イベント2013 20th IEEE International Conference on Image Processing, ICIP 2013 - Melbourne, VIC, Australia
継続期間: 2013 9月 152013 9月 18

出版物シリーズ

名前2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings

Conference

Conference2013 20th IEEE International Conference on Image Processing, ICIP 2013
国/地域Australia
CityMelbourne, VIC
Period13/9/1513/9/18

ASJC Scopus subject areas

  • コンピュータ ビジョンおよびパターン認識

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