Class information for:
Level 2: TEXTURE CLASSIFICATION//TEXTURE SEGMENTATION//DIRECTIONAL DATA

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
2490 3919 25.2 47%


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
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
26 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//PATTERN RECOGNITION//COMPUTER SCIENCE, SOFTWARE ENGINEERING 111824
2490 2             TEXTURE CLASSIFICATION//TEXTURE SEGMENTATION//DIRECTIONAL DATA 3919
4774 1                   TEXTURE CLASSIFICATION//TEXTURE SEGMENTATION//TEXTURE ANALYSIS 1729
11762 1                   DIRECTIONAL DATA//CIRCULAR DATA//VON MISES DISTRIBUTION 956
13634 1                   MARKOV RANDOM FIELD//ITERATIVE CONDITIONAL ESTIMATION//TRIPLET MARKOV CHAINS 823
25881 1                   DISCRETE TIME FRACTIONAL BROWNIAN MOTION//DISCRETE TIME FRACTIONAL GAUSSIAN NOISE//SYNERGIC CO ACTIVATION 269
32239 1                   ORIENTED DISTANCE FUNCTION//FEATURELESS OBJECTS//CIRCULANT SYMMETRY 142

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 TEXTURE CLASSIFICATION authKW 1031710 5% 66% 201
2 TEXTURE SEGMENTATION authKW 342388 2% 45% 97
3 DIRECTIONAL DATA authKW 325559 2% 56% 74
4 CIRCULAR DATA authKW 201063 1% 53% 49
5 MARKOV RANDOM FIELD authKW 200643 4% 16% 161
6 TEXTURE ANALYSIS authKW 154421 4% 12% 159
7 VON MISES DISTRIBUTION authKW 145814 1% 41% 46
8 LOCAL BINARY PATTERN authKW 142866 2% 23% 79
9 ROTATION INVARIANCE authKW 112601 1% 30% 49
10 GABOR FILTER authKW 96417 2% 17% 73

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 Computer Science, Artificial Intelligence 63567 33% 1% 1307
2 Statistics & Probability 31220 22% 0% 862
3 Engineering, Electrical & Electronic 11618 33% 0% 1291
4 Imaging Science & Photographic Technology 10971 8% 0% 299
5 Computer Science, Theory & Methods 4145 10% 0% 373
6 Computer Science, Software Engineering 3011 7% 0% 268
7 Remote Sensing 2208 3% 0% 133
8 Computer Science, Information Systems 1905 6% 0% 246
9 Mathematical & Computational Biology 1115 3% 0% 133
10 Computer Science, Cybernetics 940 2% 0% 60

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 REMOTE SENSING IMAGE PROC FUS GRP 45063 0% 64% 9
2 INTELLIGENT ROBOT COMP VIS GRP 33649 0% 39% 11
3 CNRSUMR 5157 33229 0% 53% 8
4 CITI 30902 1% 12% 33
5 UMR 5157 23467 0% 22% 14
6 MACHINE VIS MEDIA PROC UNIT 17525 0% 75% 3
7 LE CONTE 15579 0% 100% 2
8 LIM SCI DHAR EL MAHRAZ 15579 0% 100% 2
9 MATH SCI INSIGHT 15579 0% 100% 2
10 MEPCO ENGN POST 15579 0% 100% 2

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 IEEE TRANSACTIONS ON IMAGE PROCESSING 48365 5% 3% 185
2 PATTERN RECOGNITION LETTERS 43069 5% 3% 179
3 PATTERN RECOGNITION 35450 5% 3% 177
4 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 29808 3% 3% 133
5 IMAGE AND VISION COMPUTING 11922 2% 2% 63
6 GRAPHICAL MODELS AND IMAGE PROCESSING 7414 0% 7% 13
7 JOURNAL OF MATHEMATICAL IMAGING AND VISION 7258 1% 3% 31
8 CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING 6978 0% 7% 13
9 STATISTICS AND COMPUTING 6424 1% 3% 29
10 BIOMETRIKA 6236 1% 2% 51

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 TEXTURE CLASSIFICATION 1031710 5% 66% 201 Search TEXTURE+CLASSIFICATION Search TEXTURE+CLASSIFICATION
2 TEXTURE SEGMENTATION 342388 2% 45% 97 Search TEXTURE+SEGMENTATION Search TEXTURE+SEGMENTATION
3 DIRECTIONAL DATA 325559 2% 56% 74 Search DIRECTIONAL+DATA Search DIRECTIONAL+DATA
4 CIRCULAR DATA 201063 1% 53% 49 Search CIRCULAR+DATA Search CIRCULAR+DATA
5 MARKOV RANDOM FIELD 200643 4% 16% 161 Search MARKOV+RANDOM+FIELD Search MARKOV+RANDOM+FIELD
6 TEXTURE ANALYSIS 154421 4% 12% 159 Search TEXTURE+ANALYSIS Search TEXTURE+ANALYSIS
7 VON MISES DISTRIBUTION 145814 1% 41% 46 Search VON+MISES+DISTRIBUTION Search VON+MISES+DISTRIBUTION
8 LOCAL BINARY PATTERN 142866 2% 23% 79 Search LOCAL+BINARY+PATTERN Search LOCAL+BINARY+PATTERN
9 ROTATION INVARIANCE 112601 1% 30% 49 Search ROTATION+INVARIANCE Search ROTATION+INVARIANCE
10 GABOR FILTER 96417 2% 17% 73 Search GABOR+FILTER Search GABOR+FILTER

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 OJALA, T , PIETIKAINEN, M , MAENPAA, T , (2002) MULTIRESOLUTION GRAY-SCALE AND ROTATION INVARIANT TEXTURE CLASSIFICATION WITH LOCAL BINARY PATTERNS.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 24. ISSUE 7. P. 971-987 18 95% 4138
2 FERNANDEZ, A , ALVAREZ, MX , BIANCONI, F , (2013) TEXTURE DESCRIPTION THROUGH HISTOGRAMS OF EQUIVALENT PATTERNS.JOURNAL OF MATHEMATICAL IMAGING AND VISION. VOL. 45. ISSUE 1. P. 76 -102 46 79% 18
3 NGUYEN, TP , VU, NS , MANZANERA, A , (2016) STATISTICAL BINARY PATTERNS FOR ROTATIONAL INVARIANT TEXTURE CLASSIFICATION.NEUROCOMPUTING. VOL. 173. ISSUE . P. 1565 -1577 32 84% 3
4 RYU, J , HONG, S , YANG, HS , (2015) SORTED CONSECUTIVE LOCAL BINARY PATTERN FOR TEXTURE CLASSIFICATION.IEEE TRANSACTIONS ON IMAGE PROCESSING. VOL. 24. ISSUE 7. P. 2254 -2265 30 86% 10
5 LIU, L , FIEGUTH, P , GUO, YL , WANG, XG , PIETIKAINEN, M , (2017) LOCAL BINARY FEATURES FOR TEXTURE CLASSIFICATION: TAXONOMY AND EXPERIMENTAL STUDY.PATTERN RECOGNITION. VOL. 62. ISSUE . P. 135 -160 44 65% 0
6 WILLSKY, AS , (2002) MULTIRESOLUTION MARKOV MODELS FOR SIGNAL AND IMAGE PROCESSING.PROCEEDINGS OF THE IEEE. VOL. 90. ISSUE 8. P. 1396 -1458 79 39% 143
7 GUO, ZH , ZHANG, L , ZHANG, D , (2010) ROTATION INVARIANT TEXTURE CLASSIFICATION USING LBP VARIANCE (LBPV) WITH GLOBAL MATCHING.PATTERN RECOGNITION. VOL. 43. ISSUE 3. P. 706-719 22 79% 268
8 RANDEN, T , HUSOY, JH , (1999) FILTERING FOR TEXTURE CLASSIFICATION: A COMPARATIVE STUDY.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 21. ISSUE 4. P. 291 -310 23 88% 782
9 SOBREVILLA, P , MONTSENY, E , BARCELO, A , (2013) ROBUSTNESS ANALYSIS OF THE REDUCED FUZZY TEXTURE SPECTRUM AND ITS PERFORMANCE ON NOISY IMAGES.ADVANCES IN IMAGING AND ELECTRON PHYSICS, VOL 179. VOL. 179. ISSUE . P. 263 -290 30 83% 0
10 AHMADVAND, A , DALIRI, MR , (2016) ROTATION INVARIANT TEXTURE CLASSIFICATION USING EXTENDED WAVELET CHANNEL COMBINING AND LL CHANNEL FILTER BANK.KNOWLEDGE-BASED SYSTEMS. VOL. 97. ISSUE . P. 75 -88 25 81% 1

Classes with closest relation at Level 2


Rank Class id link
1 765 IMAGE SEGMENTATION//ACTIVE CONTOURS//SEGMENTATION
2 1916 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//STATISTICS & PROBABILITY
3 496 CONTENT BASED IMAGE RETRIEVAL//OBJECT TRACKING//ACTION RECOGNITION
4 791 FACE RECOGNITION//BIOMETRICS//IRIS RECOGNITION
5 3345 LEVEL CROSSING SAMPLING//SCI TECHNOL TELECOMMUN//CONSERVATIVE FLOW
6 83 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE//INTERNATIONAL JOURNAL OF COMPUTER VISION
7 2413 CHARACTER RECOGNITION//HANDWRITING RECOGNITION//INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION
8 3082 RANDOM TESSELLATION//BOOLEAN MODEL//STOCHASTIC GEOMETRY
9 442 COMPRESSED SENSING//IMAGE DENOISING//IMAGE RESTORATION
10 2712 IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS//PHYSICAL DESIGN//FLOORPLANNING

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