Title :
A comparative study on the adaptive lattice filter structures in the context of texture defect detection
Author :
Meylani, R. ; Ertüzün, A. ; Erçil, A.
Author_Institution :
Dept. of Electr. & Electron. Eng., Bogazici Univ., Istanbul, Turkey
Abstract :
In this paper, the three-, the six-, and the eight-parameter two-dimensional gradient based adaptive lattice filters are compared in the context of defect detection in textures corresponding to textile fabrics. A novel histogram modification technique is also applied for preprocessing the gray level texture image. Moreover, with the proposed scheme, it is possible to detect defects in an unsupervised manner
Keywords :
adaptive filters; automatic optical inspection; filtering theory; image texture; lattice filters; quality control; two-dimensional digital filters; 2D gradient based filters; AOI; adaptive lattice filter structures; eight-parameter type; gray level texture image; histogram modification technique; preprocessing; six-parameter type; textile fabrics; texture defect detection; three-parameter type; two-dimensional lattice filters; Adaptive filters; Histograms; Industrial electronics; Inspection; Lattices; Quality control; Reflection; Surface texture; Symmetric matrices; Vectors;
Conference_Titel :
Electronics, Circuits, and Systems, 1996. ICECS '96., Proceedings of the Third IEEE International Conference on
Conference_Location :
Rodos
Print_ISBN :
0-7803-3650-X
DOI :
10.1109/ICECS.1996.584549
