Class information for:
Level 1: DEFECT DETECTION//SURFACE INSPECTION//FABRIC DEFECTS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
7791 1327 21.3 45%


Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
12 4 POLYMER SCIENCE//MATERIALS SCIENCE, PAPER & WOOD//CHEMISTRY, PHYSICAL 1084170
536 3       MATERIALS SCIENCE, TEXTILES//TEXTILE RESEARCH JOURNAL//JOURNAL OF THE TEXTILE INSTITUTE 19268
1053 2             MATERIALS SCIENCE, TEXTILES//TEXTILE RESEARCH JOURNAL//JOURNAL OF THE TEXTILE INSTITUTE 10066
7791 1                   DEFECT DETECTION//SURFACE INSPECTION//FABRIC DEFECTS 1327

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 DEFECT DETECTION authKW 1155752 11% 34% 148
2 SURFACE INSPECTION authKW 379472 3% 45% 37
3 FABRIC DEFECTS authKW 323565 1% 94% 15
4 FABRIC DEFECT DETECTION authKW 304530 1% 88% 15
5 AUTOMATED VISUAL INSPECTION authKW 272511 2% 41% 29
6 AUTOMATIC OPTICAL INSPECTION authKW 242074 2% 48% 22
7 YARN DYED FABRIC authKW 230092 1% 100% 10
8 SOLDER JOINT INSPECTION authKW 186372 1% 90% 9
9 TEXTILE INSPECTION authKW 184073 1% 100% 8
10 MACHINE VISION authKW 174259 8% 8% 100

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Materials Science, Textiles 43491 19% 1% 255
2 Engineering, Manufacturing 8050 14% 0% 181
3 Computer Science, Artificial Intelligence 7510 20% 0% 265
4 Automation & Control Systems 3307 11% 0% 141
5 Engineering, Electrical & Electronic 2215 25% 0% 338
6 Computer Science, Cybernetics 1742 3% 0% 46
7 Optics 1667 16% 0% 210
8 Engineering, Industrial 1449 6% 0% 79
9 Engineering, General 595 6% 0% 74
10 Computer Science, Software Engineering 524 5% 0% 67

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 INTELLIGENCE CONTROL SIMULAT 93177 1% 45% 9
2 CNRS FRE2309 46018 0% 100% 2
3 CREAT IT EXCELLENCE ENGN CITE 46018 0% 100% 2
4 ENGN WARP KNITTING 46018 0% 100% 2
5 GLOBAL TECHNOL GRP 46018 0% 100% 2
6 OPTOMECHATRON TECHNOL 44242 0% 38% 5
7 GUANGDONG PROV ELECT COMMERCE MARKET PL 30678 0% 67% 2
8 IND ENGN MANAGEMENT 28322 6% 1% 86
9 ADV COMP COMP SCI 23009 0% 100% 1
10 ARTIFICIAL INTELLIGENT CONTROL 23009 0% 100% 1

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 TEXTILE RESEARCH JOURNAL 61845 9% 2% 116
2 MACHINE VISION AND APPLICATIONS 36818 3% 4% 42
3 JOURNAL OF THE TEXTILE INSTITUTE 32562 4% 2% 57
4 PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS 11951 4% 1% 53
5 MODERN MACHINE SHOP 11504 0% 50% 1
6 TEXTILE WORLD 10223 0% 22% 2
7 INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY 9823 5% 1% 69
8 REAL-TIME IMAGING 8858 1% 4% 9
9 AUSTRALIAN JOURNAL OF INSTRUMENTATION & CONTROL 7668 0% 33% 1
10 IMAGE AND VISION COMPUTING 7481 2% 1% 29

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 DEFECT DETECTION 1155752 11% 34% 148 Search DEFECT+DETECTION Search DEFECT+DETECTION
2 SURFACE INSPECTION 379472 3% 45% 37 Search SURFACE+INSPECTION Search SURFACE+INSPECTION
3 FABRIC DEFECTS 323565 1% 94% 15 Search FABRIC+DEFECTS Search FABRIC+DEFECTS
4 FABRIC DEFECT DETECTION 304530 1% 88% 15 Search FABRIC+DEFECT+DETECTION Search FABRIC+DEFECT+DETECTION
5 AUTOMATED VISUAL INSPECTION 272511 2% 41% 29 Search AUTOMATED+VISUAL+INSPECTION Search AUTOMATED+VISUAL+INSPECTION
6 AUTOMATIC OPTICAL INSPECTION 242074 2% 48% 22 Search AUTOMATIC+OPTICAL+INSPECTION Search AUTOMATIC+OPTICAL+INSPECTION
7 YARN DYED FABRIC 230092 1% 100% 10 Search YARN+DYED+FABRIC Search YARN+DYED+FABRIC
8 SOLDER JOINT INSPECTION 186372 1% 90% 9 Search SOLDER+JOINT+INSPECTION Search SOLDER+JOINT+INSPECTION
9 TEXTILE INSPECTION 184073 1% 100% 8 Search TEXTILE+INSPECTION Search TEXTILE+INSPECTION
10 MACHINE VISION 174259 8% 8% 100 Search MACHINE+VISION Search MACHINE+VISION

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 KUMAR, A , (2008) COMPUTER-VISION-BASED FABRIC DEFECT DETECTION: A SURVEY.IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS. VOL. 55. ISSUE 1. P. 348 -363 52 83% 161
2 NGAN, HYT , PANG, GKH , YUNG, NHC , (2011) AUTOMATED FABRIC DEFECT DETECTION-A REVIEW.IMAGE AND VISION COMPUTING. VOL. 29. ISSUE 7. P. 442 -458 46 75% 69
3 HUANG, SH , PAN, YC , (2015) AUTOMATED VISUAL INSPECTION IN THE SEMICONDUCTOR INDUSTRY: A SURVEY.COMPUTERS IN INDUSTRY. VOL. 66. ISSUE . P. 1 -10 35 80% 12
4 HANBAY, K , TALU, MF , OZGUVEN, OF , (2016) FABRIC DEFECT DETECTION SYSTEMS AND METHODS-A SYSTEMATIC LITERATURE REVIEW.OPTIK. VOL. 127. ISSUE 24. P. 11960 -11973 33 73% 0
5 WEN, X , SONG, KC , NIU, MH , DONG, ZP , YAN, YH , (2017) A THREE-DIMENSIONAL INSPECTION SYSTEM FOR HIGH TEMPERATURE STEEL PRODUCT SURFACE SAMPLE HEIGHT USING STEREO VISION AND BLUE ENCODED PATTERNS.OPTIK. VOL. 130. ISSUE . P. 131 -148 29 78% 0
6 NGAN, HYT , PANG, GKH , (2015) ROBUST DEFECT DETECTION IN PLAIN AND TWILL FABRIC USING DIRECTIONAL BOLLINGER BANDS.OPTICAL ENGINEERING. VOL. 54. ISSUE 7. P. - 23 96% 0
7 WU, WY , HUNG, CW , YU, WB , (2013) THE DEVELOPMENT OF AUTOMATED SOLDER BUMP INSPECTION USING MACHINE VISION TECHNIQUES.INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY. VOL. 69. ISSUE 1-4. P. 509-523 26 84% 1
8 HU, GH , WANG, QH , ZHANG, GH , (2015) UNSUPERVISED DEFECT DETECTION IN TEXTILES BASED ON FOURIER ANALYSIS AND WAVELET SHRINKAGE.APPLIED OPTICS. VOL. 54. ISSUE 10. P. 2963 -2980 20 95% 4
9 NEOGI, N , MOHANTA, DK , DUTTA, PK , (2014) REVIEW OF VISION-BASED STEEL SURFACE INSPECTION SYSTEMS.EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING. VOL. . ISSUE . P. 1 -19 19 95% 13
10 KUO, CFJ , JUANG, Y , (2016) A STUDY ON THE RECOGNITION AND CLASSIFICATION OF EMBROIDERED TEXTILE DEFECTS IN MANUFACTURING.TEXTILE RESEARCH JOURNAL. VOL. 86. ISSUE 4. P. 393 -408 19 100% 0

Classes with closest relation at Level 1


Rank Class id link
1 35271 AUTOMAT CONTROL ENGN//DEFECT CLASSIFIER//ANALOG AND DIGITAL SIGNALS
2 33581 ACOUSTIC MICRO IMAGING//OPEN BUMPS//QUALITY SIGNATURE
3 4774 TEXTURE CLASSIFICATION//TEXTURE SEGMENTATION//TEXTURE ANALYSIS
4 32522 FUSION RULE ESTIMATION//WOOD INSPECTION//CRUDE TOWER
5 21998 RADIOGRAPHIC IMAGES//INSIGHT//X RAY TESTING
6 23944 CUT PILE CARPET//TURKISH KNOT//DIFFERENTIAL SOLUBILITY
7 27513 INCREMENTAL REFINEMENT OF COMPUTATION//TEMPLATE MATCHING//APPROXIMATE SIGNAL PROCESSING
8 29807 AIR JET LOOM//MAIN NOZZLE//AIR JET WEFT INSERTION
9 23690 BAYESIAN UNITS//BAYESIAN PROGRAMMING//AIRSCOPE
10 20541 SEAM SLIPPAGE//SEWING THREAD//SEAM PUCKER

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