Class information for:
Level 2: COMPRESSED SENSING//IMAGE DENOISING//IMAGE RESTORATION

Basic class information
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 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
37 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//PATTERN RECOGNITION//IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 110459
177 2             COMPRESSED SENSING//IMAGE DENOISING//IMAGE RESTORATION 21383
476 1                   COMPRESSED SENSING//COMPRESSIVE SENSING//RESTRICTED ISOMETRY PROPERTY 3431
1959 1                   TOTAL VARIATION//IMAGE DENOISING//IMAGE RESTORATION 2449
4232 1                   IMAGE QUALITY ASSESSMENT//VIDEO QUALITY ASSESSMENT//IMAGE QUALITY ASSESSMENT IQA 1856
5116 1                   IMAGE DENOISING//VIDEO DENOISING//WAVELETS 1699
5814 1                   SUPER RESOLUTION//IMAGE SUPER RESOLUTION//FACE HALLUCINATION 1600
5854 1                   IMAGE FUSION//PANSHARPENING//MULTI FOCUS IMAGE FUSION 1594
6311 1                   MEDIAN FILTER//IMPULSE NOISE//SALT AND PEPPER NOISE 1528
7939 1                   HISTOGRAM EQUALIZATION//IMAGE ENHANCEMENT//CONTRAST ENHANCEMENT 1336
8337 1                   BLIND DECONVOLUTION//IMAGE RESTORATION//IMAGE DEBLURRING 1293
9496 1                   TONE MAPPING//HIGH DYNAMIC RANGE IMAGING//HIGH DYNAMIC RANGE IMAGE 1182
14479 1                   SPECKLE REDUCTION//DESPECKLING//SPECKLE NOISE 797
17335 1                   FOCUS MEASURE//SHAPE FROM FOCUS//AUTOFOCUS 633
19508 1                   DICTIONARY LEARNING//RAIN REMOVAL//SPARSE REPRESENTATION 526
21739 1                   DEMOSAICKING//COLOR FILTER ARRAY CFA//COLOR FILTER ARRAY 431
22383 1                   BLOCKING ARTIFACTS//DEBLOCKING//VIDEO POST PROCESSING 407
22979 1                   IMAGE INPAINTING//IMAGE COMPLETION//VIDEO INPAINTING 384
27949 1                   RICIAN NOISE//RICIAN DISTRIBUTION//MRI DENOISING 237

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 COMPRESSED SENSING authKW 806339 5% 52% 1045
2 IMAGE DENOISING authKW 733784 3% 76% 653
3 IMAGE RESTORATION authKW 653379 4% 58% 767
4 IEEE TRANSACTIONS ON IMAGE PROCESSING journal 510559 7% 24% 1432
5 IMAGE FUSION authKW 506087 3% 50% 682
6 COMPRESSIVE SENSING authKW 409770 3% 50% 554
7 TOTAL VARIATION authKW 363191 2% 51% 486
8 SUPER RESOLUTION authKW 330208 3% 38% 584
9 IMAGE ENHANCEMENT authKW 302715 2% 45% 455
10 DENOISING authKW 281853 2% 40% 474

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Engineering, Electrical & Electronic 151341 49% 1% 10579
2 Imaging Science & Photographic Technology 135558 11% 4% 2451
3 Computer Science, Artificial Intelligence 125092 20% 2% 4368
4 Computer Science, Software Engineering 44596 11% 1% 2335
5 Computer Science, Information Systems 27990 10% 1% 2133
6 Remote Sensing 19070 4% 2% 919
7 Optics 15028 12% 1% 2622
8 Telecommunications 14537 8% 1% 1619
9 Computer Science, Theory & Methods 9158 6% 1% 1348
10 Mathematics, Applied 7291 9% 0% 1833

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 INTELLIGENT PERCEPT IMAGE UNDERSTANDING 33081 1% 18% 124
2 IMAGE VIDEO ENGN 29316 0% 55% 36
3 ELECT COMP ENGN 26869 8% 1% 1794
4 ELECT ENGN 26596 10% 1% 2212
5 MATH IMAGING VIS 24004 0% 47% 35
6 MATH IMAGE ANAL GRP 19772 0% 38% 35
7 IMAGE COMMUN INFORMAT PROC 18026 0% 22% 57
8 ELECT INFORMAT ENGN 17411 3% 2% 543
9 COMP SCI TECHNOL 16341 2% 3% 442
10 SIGNAL PROC 16186 1% 7% 159

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 IEEE TRANSACTIONS ON IMAGE PROCESSING 510559 7% 24% 1432
2 JOURNAL OF ELECTRONIC IMAGING 114084 2% 19% 418
3 SIAM JOURNAL ON IMAGING SCIENCES 100169 1% 34% 202
4 JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION 82216 1% 18% 309
5 IEEE SIGNAL PROCESSING LETTERS 78450 2% 11% 497
6 IET IMAGE PROCESSING 71310 1% 24% 199
7 SIGNAL PROCESSING 69050 3% 8% 561
8 IEEE TRANSACTIONS ON SIGNAL PROCESSING 67675 3% 7% 689
9 SIGNAL IMAGE AND VIDEO PROCESSING 54662 1% 19% 197
10 JOURNAL OF MATHEMATICAL IMAGING AND VISION 51749 1% 18% 194

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 COMPRESSED SENSING 806339 5% 52% 1045 Search COMPRESSED+SENSING Search COMPRESSED+SENSING
2 IMAGE DENOISING 733784 3% 76% 653 Search IMAGE+DENOISING Search IMAGE+DENOISING
3 IMAGE RESTORATION 653379 4% 58% 767 Search IMAGE+RESTORATION Search IMAGE+RESTORATION
4 IMAGE FUSION 506087 3% 50% 682 Search IMAGE+FUSION Search IMAGE+FUSION
5 COMPRESSIVE SENSING 409770 3% 50% 554 Search COMPRESSIVE+SENSING Search COMPRESSIVE+SENSING
6 TOTAL VARIATION 363191 2% 51% 486 Search TOTAL+VARIATION Search TOTAL+VARIATION
7 SUPER RESOLUTION 330208 3% 38% 584 Search SUPER+RESOLUTION Search SUPER+RESOLUTION
8 IMAGE ENHANCEMENT 302715 2% 45% 455 Search IMAGE+ENHANCEMENT Search IMAGE+ENHANCEMENT
9 DENOISING 281853 2% 40% 474 Search DENOISING Search DENOISING
10 SPARSE REPRESENTATION 250053 2% 32% 531 Search SPARSE+REPRESENTATION Search SPARSE+REPRESENTATION

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.

Classes with closest relation at Level 2


rank cluster_id2 link
1 740 VIDEO CODING//IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY//H264 AVC
2 1761 APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS//FRAMES//GABOR FRAMES
3 3036 NONUNIFORMITY CORRECTION//SMALL TARGET DETECTION//INFRARED FOCAL PLANE ARRAY
4 872 IMAGE SEGMENTATION//ACTIVE CONTOURS//MEDICAL IMAGE ANALYSIS
5 178 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE//INTERNATIONAL JOURNAL OF COMPUTER VISION
6 85 FACE RECOGNITION//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//ACTION RECOGNITION
7 937 IET RADAR SONAR AND NAVIGATION//RADAR SIGNAL PROC//SYNTHETIC APERTURE RADAR SAR
8 2365 BLIND SOURCE SEPARATION//BLIND SOURCE SEPARATION BSS//NONNEGATIVE MATRIX FACTORIZATION
9 2361 COLOR RESEARCH AND APPLICATION//MUNSELL COLOR SCI//COLOR CONSTANCY
10 1602 LASSO//BAYESIAN NETWORKS//VARIABLE SELECTION

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