Class information for:
Level 1: TOTAL VARIATION//IMAGE RESTORATION//IMAGE DENOISING

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
2836 2135 32.1 60%


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
442 2             COMPRESSED SENSING//IMAGE DENOISING//IMAGE RESTORATION 16202
2836 1                   TOTAL VARIATION//IMAGE RESTORATION//IMAGE DENOISING 2135

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 TOTAL VARIATION authKW 1872639 16% 38% 342
2 IMAGE RESTORATION authKW 707888 12% 20% 251
3 IMAGE DENOISING authKW 614131 9% 23% 184
4 ANISOTROPIC DIFFUSION authKW 435077 5% 27% 114
5 IMAGE DECOMPOSITION authKW 417016 3% 42% 70
6 SIAM JOURNAL ON IMAGING SCIENCES journal 311123 5% 20% 111
7 IMAGE DEBLURRING authKW 294001 3% 33% 63
8 FORWARD BACKWARD PARABOLIC EQUATIONS authKW 280177 1% 85% 23
9 DENOISING authKW 241096 6% 12% 136
10 TOTAL GENERALIZED VARIATION authKW 209726 1% 67% 22

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 30120 31% 0% 665
2 Mathematics, Applied 27025 45% 0% 954
3 Imaging Science & Photographic Technology 11782 11% 0% 227
4 Computer Science, Software Engineering 10910 17% 0% 359
5 Engineering, Electrical & Electronic 3701 26% 0% 553
6 Physics, Mathematical 1577 8% 0% 175
7 Computer Science, Theory & Methods 1529 8% 0% 170
8 Mathematics 707 9% 0% 199
9 Mathematics, Interdisciplinary Applications 665 4% 0% 95
10 Computer Science, Information Systems 558 5% 0% 102

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 MATH IMAGE ANAL GRP 144572 1% 34% 30
2 MATH IMAGING TECH 110938 1% 52% 15
3 MATH IMAGING VIS 94784 1% 30% 22
4 START PROJECT INTER ES FREE BOUNDARIES 73544 0% 86% 6
5 SFB MATH OPTIMIZAT PLICAT BIOMED SCI 71502 0% 100% 5
6 IMAGE VIS COMP 51477 0% 60% 6
7 FAST ALGORITHMS BIOMED IMAGING GRP 45760 0% 80% 4
8 MATH SCI COMP 34382 2% 7% 36
9 IMAGE TEAM 32496 0% 45% 5
10 GRP FAST ALGORITHMS BIOMED IMAGING 32175 0% 75% 3

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 SIAM JOURNAL ON IMAGING SCIENCES 311123 5% 20% 111
2 JOURNAL OF MATHEMATICAL IMAGING AND VISION 187896 5% 11% 116
3 IEEE TRANSACTIONS ON IMAGE PROCESSING 69972 8% 3% 164
4 INVERSE PROBLEMS AND IMAGING 66985 2% 10% 47
5 MULTISCALE MODELING & SIMULATION 20834 2% 4% 34
6 JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION 16588 2% 3% 43
7 JOURNAL OF SCIENTIFIC COMPUTING 15691 2% 3% 40
8 APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS 14618 1% 3% 30
9 INTERNATIONAL JOURNAL OF COMPUTER VISION 7647 1% 2% 31
10 SIAM JOURNAL ON SCIENTIFIC COMPUTING 5605 2% 1% 37

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 TOTAL VARIATION 1872639 16% 38% 342 Search TOTAL+VARIATION Search TOTAL+VARIATION
2 IMAGE RESTORATION 707888 12% 20% 251 Search IMAGE+RESTORATION Search IMAGE+RESTORATION
3 IMAGE DENOISING 614131 9% 23% 184 Search IMAGE+DENOISING Search IMAGE+DENOISING
4 ANISOTROPIC DIFFUSION 435077 5% 27% 114 Search ANISOTROPIC+DIFFUSION Search ANISOTROPIC+DIFFUSION
5 IMAGE DECOMPOSITION 417016 3% 42% 70 Search IMAGE+DECOMPOSITION Search IMAGE+DECOMPOSITION
6 IMAGE DEBLURRING 294001 3% 33% 63 Search IMAGE+DEBLURRING Search IMAGE+DEBLURRING
7 FORWARD BACKWARD PARABOLIC EQUATIONS 280177 1% 85% 23 Search FORWARD+BACKWARD+PARABOLIC+EQUATIONS Search FORWARD+BACKWARD+PARABOLIC+EQUATIONS
8 DENOISING 241096 6% 12% 136 Search DENOISING Search DENOISING
9 TOTAL GENERALIZED VARIATION 209726 1% 67% 22 Search TOTAL+GENERALIZED+VARIATION Search TOTAL+GENERALIZED+VARIATION
10 DEBLURRING 193745 2% 28% 48 Search DEBLURRING Search DEBLURRING

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 LANGER, A , (2017) AUTOMATED PARAMETER SELECTION FOR TOTAL VARIATION MINIMIZATION IN IMAGE RESTORATION.JOURNAL OF MATHEMATICAL IMAGING AND VISION. VOL. 57. ISSUE 2. P. 239 -268 47 72% 0
2 BURGER, M , OSHER, S , (2013) A GUIDE TO THE TV ZOO.LEVEL SET AND PDE BASED RECONSTRUCTION METHODS IN IMAGING. VOL. 2090. ISSUE . P. 1 -70 67 53% 6
3 MORENO, JC , PRASATH, VBS , NEVES, JC , (2016) COLOR IMAGE PROCESSING BY VECTORIAL TOTAL VARIATION WITH GRADIENT CHANNELS COUPLING.INVERSE PROBLEMS AND IMAGING. VOL. 10. ISSUE 2. P. 461 -497 42 82% 0
4 PRASATH, VBS , VOROTNIKOV, D , (2014) ON A SYSTEM OF ADAPTIVE COUPLED PDES FOR IMAGE RESTORATION.JOURNAL OF MATHEMATICAL IMAGING AND VISION. VOL. 48. ISSUE 1. P. 35-52 44 77% 3
5 PAPAFITSOROS, K , SCHONLIEB, CB , (2014) A COMBINED FIRST AND SECOND ORDER VARIATIONAL APPROACH FOR IMAGE RECONSTRUCTION.JOURNAL OF MATHEMATICAL IMAGING AND VISION. VOL. 48. ISSUE 2. P. 308 -338 32 76% 52
6 DUVAL, V , AUJOL, JF , VESE, LA , (2010) MATHEMATICAL MODELING OF TEXTURES: APPLICATION TO COLOR IMAGE DECOMPOSITION WITH A PROJECTED GRADIENT ALGORITHM.JOURNAL OF MATHEMATICAL IMAGING AND VISION. VOL. 37. ISSUE 3. P. 232 -248 37 88% 17
7 TANG, LM , FANG, Z , XIANG, CC , CHEN, SQ , (2016) IMAGE SELECTIVE RESTORATION USING MULTI-SCALE VARIATIONAL DECOMPOSITION.JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION. VOL. 40. ISSUE . P. 638 -655 32 91% 0
8 PRASATH, VBS , VOROTNIKOV, D , (2014) WEIGHTED AND WELL-BALANCED ANISOTROPIC DIFFUSION SCHEME FOR IMAGE DENOISING AND RESTORATION.NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS. VOL. 17. ISSUE . P. 33-46 33 87% 5
9 JUNG, M , KANG, M , (2015) SIMULTANEOUS CARTOON AND TEXTURE IMAGE RESTORATION WITH HIGHER-ORDER REGULARIZATION.SIAM JOURNAL ON IMAGING SCIENCES. VOL. 8. ISSUE 1. P. 721 -756 34 81% 3
10 WEISS, P , BLANC-FERAUD, L , AUBERT, G , (2009) EFFICIENT SCHEMES FOR TOTAL VARIATION MINIMIZATION UNDER CONSTRAINTS IN IMAGE PROCESSING.SIAM JOURNAL ON SCIENTIFIC COMPUTING. VOL. 31. ISSUE 3. P. 2047 -2080 33 87% 64

Classes with closest relation at Level 1


Rank Class id link
1 4655 IMAGE DENOISING//DENOISING//NON LOCAL MEANS
2 6532 BLIND DECONVOLUTION//IMAGE RESTORATION//IMAGE DEBLURRING
3 13889 TEXTURE SYNTHESIS//IMAGE COMPLETION//IMAGE INPAINTING
4 2200 ACTIVE CONTOURS//IMAGE SEGMENTATION//ACTIVE CONTOUR MODEL
5 12344 SPECKLE REDUCTION//DESPECKLING//SPECKLE NOISE
6 19543 SCALE SPACE//STEERABLE FILTERS//MONOGENIC SIGNAL
7 23956 FIRST ORDER METHODS//ITERATION COMPLEXITY//OPTIMAL METHODS
8 307 COMPRESSED SENSING//COMPRESSIVE SENSING//RESTRICTED ISOMETRY PROPERTY
9 7830 ILL POSED PROBLEM//DISCREPANCY PRINCIPLE//TIKHONOV REGULARIZATION
10 5852 SUPER RESOLUTION//IMAGE SUPER RESOLUTION//IMAGE INTERPOLATION

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