FAST SURFACE DEFECT DETECTION USING IMPROVED GABOR FILTERS

被引：0

作者：

Ma, Jiaxu ^{[1
]}

Wang, Yuxi ^{[1
]}

Shi, Chen ^{[1
]}

Lu, Cewu ^{[1
]}

机构：

[1] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Shanghai, Peoples R China

来源：

2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2018年

关键词：

Defect Detection; Gabor Filters; Crack Detection; Surface Inspection; CRACK DETECTION; INSPECTION; DESIGN;

D O I：

暂无

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

Surface inspection and defect detection are essential procedures in the quality control of mass production. It is challenging to identify curvilinear defects on a complex background. This paper proposes a novel and fast surface defect detection method based on improved Gabor filters. The introduced system firstly employs improved Gabor filter banks to generate corresponding energy maps. Hysteresis thresholding combined with region grouping and pruning is used to extract defect regions, integrate defect fragments and remove false positives. Our method exhibits excellent performance on two different kinds of surface defect dataset and thus proves to be a practical and accurate solution to surface defect detection.

引用

页码：1508 / 1512

页数：5

共 20 条

[1]

[Anonymous], 2008, ELCVIA ELECT LETT CO

[2] Pavement Distress Detection Using Random Decision Forests [J].

Cui, Limeng ;

Qi, Zhiquan ;

Chen, Zhensong ;

Meng, Fan ;

Shi, Yong .

DATA SCIENCE, 2015, 9208 :95-102

[3] UNCERTAINTY RELATION FOR RESOLUTION IN SPACE, SPATIAL-FREQUENCY, AND ORIENTATION OPTIMIZED BY TWO-DIMENSIONAL VISUAL CORTICAL FILTERS [J].

DAUGMAN, JG .

JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1985, 2 (07) :1160-1169

[4] Contour and boundary detection improved by surround suppression of texture edges [J].

Grigorescu, C ;

Petkov, N ;

Westenberg, MA .

IMAGE AND VISION COMPUTING, 2004, 22 (08) :609-622

[5]

Hocenski Z., 2006, IECON 2006. 32nd Annual Conference on IEEE Industrial Electronics (IEEE Cat. No. 06CH37763), P3328, DOI 10.1109/IECON.2006.347535

[6] Automated defect detection in textured surfaces using optimal elliptical Gabor filters [J].

Hu, Guang-Hua .

OPTIK, 2015, 126 (14) :1331-1340

[7] Object detection using Gabor filters [J].

Jain, AK ;

Ratha, NK ;

Lakshmanan, S .

PATTERN RECOGNITION, 1997, 30 (02) :295-309

[8] Defect detection in textured materials using gabor filters [J].

Kumar, A ;

Pang, GKH .

IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2002, 38 (02) :425-440

[9] Optimum Gabor filter design and local binary patterns for texture segmentation [J].

Li, Ma ;

Staunton, R. C. .

PATTERN RECOGNITION LETTERS, 2008, 29 (05) :664-672

[10]

Mai T., 2017, SOFT COMPUT, V2, P1

← 1 2 →