DocumentCode
2542968
Title
Automatic Surface Inspection for Directional Textures Using Discrete Cosine Transform
Author
Chen, Ssu-Han ; Perng, Der-Baau
Author_Institution
Dept. of Ind. Eng. & Manage., Nat. Chiao-Tung Univ., Hsinchu, Taiwan
fYear
2009
fDate
4-6 Nov. 2009
Firstpage
1
Lastpage
5
Abstract
A new global image restoration scheme using discrete cosine transform (DCT) is proposed in this paper. This DCT-based image restoration scheme can be used for inspecting the defects in directional texture surfaces automatically. The input spatial domain image is first transformed into DCT domain. The dominating directions of the textures in the input image will be compacted to orthogonal straight lines, respectively, throughout the direct current (DC) component in the spectrum. The linear primitives associated with high-energy frequency components in the DCT domain are eliminated by reducing them to zero and then transformed back to the spatial domain. This procedure will have all directional textures be blurred and will preserve only local defects if they are initially embedded in the input image. Experiments on a variety of product surfaces with directional texture such as straight, slant, orthogonal, and slant orthogonal linear primitives are given to demonstrate the effectiveness and robustness of the proposed method.
Keywords
discrete cosine transforms; image restoration; image texture; automatic surface inspection; directional texture; discrete cosine transform; high-energy frequency component; image restoration; linear primitive; orthogonal straight line; Discrete Fourier transforms; Discrete cosine transforms; Discrete wavelet transforms; Frequency; Image restoration; Independent component analysis; Industrial engineering; Inspection; Principal component analysis; Surface texture;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition, 2009. CCPR 2009. Chinese Conference on
Conference_Location
Nanjing
Print_ISBN
978-1-4244-4199-0
Type
conf
DOI
10.1109/CCPR.2009.5344097
Filename
5344097
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