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http://dx.doi.org/10.5392/JKCA.2016.16.07.689

Adaptive Thresholding Method Using Zone Searching Based on Representative Points for Improving the Performance of LCD Defect Detection  

Kim, Jin-Uk (충남대학교 메카트로닉스공학과)
Ko, Yun-Ho (충남대학교 메카트로닉스공학과)
Lee, Si-Woong (한밭대학교 정보통신공학과)
Publication Information
Abstract
As the demand for LCD increases, the importance of inspection equipment for improving the efficiency of LCD production is continuously emphasized. The pattern inspection apparatus is one that detects minute defects of pattern quickly using optical equipment such as line scan camera. This pattern inspection apparatus makes a decision on whether a pixel is a defect or not using a single threshold value in order to meet constraint of real time inspection. However, a method that uses an adaptive thresholding scheme with different threshold values according to characteristics of each region in a pattern can greatly improve the performance of defect detection. To apply this adaptive thresholding scheme it has to be known that a certain pixel to be inspected belongs to which region. Therefore, this paper proposes a region matching algorithm that recognizes the region of each pixel to be inspected. The proposed algorithm is based on the pattern matching scheme with the consideration of real time constraint of machine vision and implemented through GPGPU in order to be applied to a practical system. Simulation results show that the proposed method not only satisfies the requirement for processing time of practical system but also improves the performance of defect detection.
Keywords
LCD Panel; Image Processing; LCD Defect Detection; Pattern Matching; Adaptive Thresholding;
Citations & Related Records
Times Cited By KSCI : 3  (Citation Analysis)
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1 고국원, "LCD Panel 결함 검사에 관한 연구," 한국정밀공학회지, Vol.24, No.4, pp.7-14, 2007.
2 조수용, 고국원, 고경철, "LCD Panel 불량 검사를 위한 영상처리 알고리즘 연구," 한국정밀공학회 춘계학술발표대회 논문집, pp.59-60, 2006.
3 김진형, 고윤호, "Full HD 디스플레이 드라이버를 위한 Dual BTC 영상부호화 기법," 전자공학회논문지 SP편, Vol.49, No.4, pp.1-9, 2012.
4 A. Kumar, "Computer-vision-based fabric defect detection: a survey," IEEE Transactions on Industrial Electronics, Vol.55, pp.348-363, 2008.   DOI
5 김지홍, "인간의 시지각에 근거한 LCD의 밝기 불균일 결함의 검출," 전자공학회논문지 SP편, Vol.41, No.4, pp.9-16, 2004.
6 http://en.wikipedia.org/wiki/Automated_optical_inspection
7 박길흠, "LCD 표면 검사를 위한 라인스캔 영상의 재구성," 전자공학회논문지 SP편, Vol.41, No.4, pp.497-502, 2004.
8 P. S. Toh, "Line scan camera," Google Patents, 2001.
9 D. H. Choi, J. H. Oh, D. M. Kwak, K. B. Lee, Y. C. Song, and K. H. Park, "Line defect detection in TFT-LCD using directional filter bank and adaptive multilevel thresholding," Key Engineering Materials, Vol.270, pp.233-238, 2004.
10 장동식, 이만희, 부창완, "Line Scan Camera 를 이용한 검사 시스템에서의 새로운 영상 처리 알고리즘," 제어로봇시스템학회 논문지, Vol.3, No.4, pp.406-414, 1997.
11 J. Vanne, E. Aho, T. D. Hamalainen, and K. Kuusilinna, "A high-performance sum of absolute difference implementation for motion estimation," IEEE Transactions on Circuits and Systems for Video Technology, Vol.16, No.7, pp.876-883, 2006.   DOI
12 M. Harris, "Optimizing parallel reduction in CUDA," NVIDIA Developer Technology, Vol.6, 2007.