Pham, T.V.[Thang V.], and
Smeulders, A.W.M.[Arnold W.M.],
Sparse Representation for Coarse and Fine Object Recognition,
PAMI(28), No. 4, April 2006, pp. 555-567.
IEEE DOI
0604
Object appearence using a dictionary of Gaussian differential
basis functions.
Adding new objects does not require retraining old objects.
BibRef
Chiang, C.K.[Chen-Kuo],
Liu, C.H.[Chao-Hsien],
Duan, C.H.[Chih-Hsueh],
Lai, S.H.[Shang-Hong],
Learning Component-Level Sparse Representation for Image and Video
Categorization,
IP(22), No. 12, 2013, pp. 4775-4787.
IEEE DOI
1312
image classification
BibRef
Irie, G.[Go],
Li, Z.G.[Zhen-Guo],
Wu, X.M.[Xiao-Ming],
Chang, S.F.[Shih-Fu],
Locally Linear Hashing for Extracting Non-linear Manifolds,
CVPR14(2123-2130)
IEEE DOI
1409
hashing; local linearity; manifold; retrieval
BibRef
Chiang, C.K.[Chen-Kuo],
Duan, C.H.[Chih-Hsueh],
Lai, S.H.[Shang-Hong],
Chang, S.F.[Shih-Fu],
Learning component-level sparse representation using histogram
information for image classification,
ICCV11(1519-1526).
IEEE DOI
1201
Image group statistics. Select the dictionary to best reconstruct the data.
BibRef
Liu, B.D.[Bao-Di],
Wang, Y.X.[Yu-Xiong],
Zhang, Y.J.[Yu-Jin],
Shen, B.[Bin],
Learning dictionary on manifolds for image classification,
PR(46), No. 7, July 2013, pp. 1879-1890.
Elsevier DOI
1303
Sparse coding; Image classification; Locally linear embedding;
Coordinate descent; Manifold
BibRef
Lu, C.[Cewu],
Shi, J.P.[Jian-Ping],
Jia, J.Y.[Jia-Ya],
Scale Adaptive Dictionary Learning,
IP(23), No. 2, February 2014, pp. 837-847.
IEEE DOI
1402
BibRef
Earlier:
Online Robust Dictionary Learning,
CVPR13(415-422)
IEEE DOI
1309
image reconstruction.
Dictionary Learning; Online Learning; Robust Statistics
BibRef
Nozari, H.[Hani],
Karami, M.R.[Mohammad Reza],
Design redundant Chebyshev dictionary with generalized extreme value
distribution for sparse approximation and image denoising,
SIViP(8), No. 2, February 2014, pp. 327-338.
Springer DOI
1402
Sparse coding.
BibRef
Patel, J.N.[Jigisha N.],
Jose, J.[Jerin],
Patnaik, S.[Suprava],
Application of Content Specific Dictionaries in Still Image Coding,
IEICE(E98-D), No. 1, February 2015, pp. 394-403.
WWW Link.
1503
For coding, compression.
BibRef
Xu, Y.[Yong],
Sun, Y.P.[Yu-Ping],
Quan, Y.H.[Yu-Hui],
Zheng, B.[Bo],
Discriminative structured dictionary learning with hierarchical group
sparsity,
CVIU(136), No. 1, 2015, pp. 59-68.
Elsevier DOI
1506
Discriminative dictionary learning
BibRef
Quan, Y.H.[Yu-Hui],
Xu, Y.[Yong],
Sun, Y.P.[Yu-Ping],
Huang, Y.[Yan],
Supervised dictionary learning with multiple classifier integration,
PR(55), No. 1, 2016, pp. 247-260.
Elsevier DOI
1604
Sparse coding
BibRef
Ni, B.B.[Bing-Bing],
Moulin, P.[Pierre],
Yan, S.C.[Shui-Cheng],
Order Preserving Sparse Coding,
PAMI(37), No. 8, August 2015, pp. 1615-1628.
IEEE DOI
1507
BibRef
Earlier:
Order-Preserving Sparse Coding for Sequence Classification,
ECCV12(II: 173-187).
Springer DOI
1210
Dictionaries
BibRef
Nazzal, M.,
Yeganli, F.,
Ozkaramanli, H.,
A Strategy for Residual Component-Based Multiple Structured
Dictionary Learning,
SPLetters(22), No. 11, November 2015, pp. 2059-2063.
IEEE DOI
1509
signal representation
BibRef
Chen, J.,
Chau, L.,
Multiscale Dictionary Learning via Cross-Scale Cooperative Learning
and Atom Clustering for Visual Signal Processing,
CirSysVideo(25), No. 9, September 2015, pp. 1457-1468.
IEEE DOI
1509
Clustering algorithms.
multi-scale sparse representation.
BibRef
Thom, M.[Markus],
Rapp, M.[Matthias],
Palm, G.[Günther],
Efficient Dictionary Learning with Sparseness-Enforcing Projections,
IJCV(114), No. 2-3, September 2015, pp. 168-194.
Springer DOI
1509
BibRef
Fawzi, A.[Alhussein],
Davies, M.[Mike],
Frossard, P.[Pascal],
Dictionary Learning for Fast Classification Based on Soft-thresholding,
IJCV(114), No. 2-3, September 2015, pp. 306-321.
Springer DOI
1509
BibRef
Wohlberg, B.[Brendt],
Efficient Algorithms for Convolutional Sparse Representations,
IP(25), No. 1, January 2016, pp. 301-315.
IEEE DOI
1601
BibRef
And:
Convolutional sparse representations as an image model for impulse
noise restoration,
IVMSP16(1-5)
IEEE DOI
1608
BibRef
And:
Convolutional sparse representation of color images,
Southwest16(57-60)
IEEE DOI
1605
BibRef
Earlier:
Endogenous convolutional sparse representations for transolation
invariant image subspace models,
ICIP14(2859-2863)
IEEE DOI
1502
Computational efficiency.
Computational modeling.
Accuracy
BibRef
Wohlberg, B.[Brendt],
Boundary handling for convolutional sparse representations,
ICIP16(1833-1837)
IEEE DOI
1610
Boundary conditions
BibRef
Skau, E.,
Wohlberg, B.[Brendt],
A Fast Parallel Algorithm for Convolutional Sparse Coding,
IVMSP18(1-5)
IEEE DOI
1809
Dictionaries, Convolutional codes, Convolution, Image coding,
Partitioning algorithms, Discrete Fourier transforms, ADMM
BibRef
Luo, X.,
Wohlberg, B.[Brendt],
Convolutional Laplacian sparse coding,
Southwest16(133-136)
IEEE DOI
1605
Convolution
BibRef
Xu, M.[Mai],
Wang, Z.[Zulin],
A novel double-layer sparse representation approach for unsupervised
dictionary learning,
CVIU(143), No. 1, 2016, pp. 1-10.
Elsevier DOI
1601
BibRef
Earlier:
Unsupervised dictionary learning with double-layer sparse
representation,
WACV14(548-555)
IEEE DOI
1406
Sparse representation
Dictionaries
BibRef
Bao, C.L.[Cheng-Long],
Ji, H.[Hui],
Quan, Y.H.[Yu-Hui],
Shen, Z.W.[Zuo-Wei],
Dictionary Learning for Sparse Coding: Algorithms and Convergence
Analysis,
PAMI(38), No. 7, July 2016, pp. 1356-1369.
IEEE DOI
1606
BibRef
Earlier:
L0 Norm Based Dictionary Learning by Proximal Methods with Global
Convergence,
CVPR14(3858-3865)
IEEE DOI
1409
BibRef
Earlier: A1, A3, A2, Only:
A Convergent Incoherent Dictionary Learning Algorithm for Sparse Coding,
ECCV14(VI: 302-316).
Springer DOI
1408
dictionary learning; global convergence; proximal method
BibRef
Su, T.F.[Te-Feng],
Chiang, C.K.[Chen-Kuo],
Lai, S.H.[Shang-Hong],
A Multiattribute Sparse Coding Approach for Action Recognition From a
Single Unknown Viewpoint,
CirSysVideo(26), No. 8, August 2016, pp. 1476-1489.
IEEE DOI
1609
gesture recognition
BibRef
Chiang, C.K.[Chen-Kuo],
Su, T.F.[Te-Feng],
Yen, C.[Chih],
Lai, S.H.[Shang-Hong],
Multi-attributed Dictionary Learning for Sparse Coding,
ICCV13(1137-1144)
IEEE DOI
1403
Dictionary learning; multiple attributes; sparse coding
BibRef
Bian, X.[Xiao],
Krim, H.[Hamid],
Bronstein, A.M.[Alex M.],
Dai, L.[Liyi],
Sparsity and Nullity: Paradigms for Analysis Dictionary Learning,
SIIMS(9), No. 3, 2016, pp. 1107-1126.
DOI Link
1610
BibRef
Prasad, S.,
Labate, D.,
Cui, M.,
Zhang, Y.,
Morphologically Decoupled Structured Sparsity for Rotation-Invariant
Hyperspectral Image Analysis,
GeoRS(55), No. 8, August 2017, pp. 4355-4366.
IEEE DOI
1708
Dictionaries, Feature extraction, Hyperspectral imaging,
Image analysis, Robustness, Training, Hyperspectral data,
image analysis, multiresolution analysis, sparse representation
BibRef
Qi, N.[Na],
Shi, Y.H.[Yun-Hui],
Sun, X.Y.[Xiao-Yan],
Wang, J.D.[Jing-Dong],
Yin, B.C.[Bao-Cai],
Gao, J.B.[Jun-Bin],
Multi-Dimensional Sparse Models,
PAMI(40), No. 1, January 2018, pp. 163-178.
IEEE DOI
1712
Adaptation models, Analytical models, Computational modeling,
Data models, Dictionaries.
Apply to denoising, super-resolution, texture.
BibRef
Bahri, M.[Mehdi],
Panagakis, Y.[Yannis],
Zafeiriou, S.P.[Stefanos P.],
Robust Kronecker Component Analysis,
PAMI(41), No. 10, October 2019, pp. 2365-2379.
IEEE DOI
1909
combines ideas from sparse dictionary learning and robust component analysis.
Tensile stress, Dictionaries, Principal component analysis,
Machine learning, Sparse matrices, Computational modeling,
global optimality
BibRef
Zha, Z.Y.[Zhi-Yuan],
Yuan, X.[Xin],
Wen, B.H.[Bi-Han],
Zhou, J.T.[Jian-Tao],
Zhang, J.C.[Jia-Chao],
Zhu, C.[Ce],
A Benchmark for Sparse Coding:
When Group Sparsity Meets Rank Minimization,
IP(29), 2020, pp. 5094-5109.
IEEE DOI
2003
Minimization methods, Benchmark testing, Image coding,
Dictionaries, Encoding, Wireless sensor networks, Sparse coding, GSC,
nuclear norm
BibRef
Sulam, J.[Jeremias],
Aberdam, A.[Aviad],
Beck, A.[Amir],
Elad, M.[Michael],
On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional
Neural Networks,
PAMI(42), No. 8, August 2020, pp. 1968-1980.
IEEE DOI
2007
Mathematical model, Convolution, Convolutional codes,
Iterative algorithms, Dictionaries, Analytical models,
iterative shrinkage algorithms
BibRef
Zhou, P.[Pan],
Lu, C.Y.[Can-Yi],
Feng, J.S.[Jia-Shi],
Lin, Z.C.[Zhou-Chen],
Yan, S.C.[Shui-Cheng],
Tensor Low-Rank Representation for Data Recovery and Clustering,
PAMI(43), No. 5, May 2021, pp. 1718-1732.
IEEE DOI
2104
Dictionaries, Noise measurement, Data analysis,
Clustering algorithms, Task analysis, Face, tensor data clustering
BibRef
Xia, W.[Wei],
Song, Z.[Zheng],
Feng, J.S.[Jia-Shi],
Cheong, L.F.[Loong-Fah],
Yan, S.C.[Shui-Cheng],
Segmentation over Detection by Coupled Global and Local Sparse
Representations,
ECCV12(V: 662-675).
Springer DOI
1210
BibRef
Cai, H.[HanQin],
Chao, Z.[Zehan],
Huang, L.X.[Long-Xiu],
Needell, D.[Deanna],
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor
Recovery with Sparse Corruptions,
SIIMS(17), No. 1, 2024, pp. 225-247.
DOI Link
2404
BibRef
Wang, Y.,
Zou, C.,
Tang, Y.Y.,
Li, L.,
Cauchy Matching Pursuit for Robust Sparse Representation and
Classification,
ICPR18(694-698)
IEEE DOI
1812
Matching pursuit algorithms, Greedy algorithms,
Noise measurement, Dictionaries, Minimization, Indexes, Training
BibRef
Huang, P.,
Hwang, W.,
Jong, T.,
Learning Parseval Frames for Sparse Representation with Frame
Perspective,
ICIP18(3868-3872)
IEEE DOI
1809
Dictionaries, Image reconstruction, Signal processing algorithms,
Signal representation, Machine learning, Optimization, Indexes,
Image representation
BibRef
Lin, Y.,
Wohlberg, B.,
Vesselinov, V.,
ADMM penalty parameter selection with Krylov subspace recycling
technique for sparse coding,
ICIP17(1945-1949)
IEEE DOI
1803
Computational efficiency, Convex functions, Dictionaries, Encoding,
Recycling, Robustness, Transforms, Subspace Recycling
BibRef
Siyahjani, F.[Farzad],
Doretto, G.[Gianfranco],
Learning a Context Aware Dictionary for Sparse Representation,
ACCV12(II:228-241).
Springer DOI
1304
BibRef
Majumdar, A.[Angshul],
Discriminative label consistent dictionary learning,
ICIP15(1016-1020)
IEEE DOI
1512
Classification
BibRef
Liu, Q.F.[Qing-Feng],
Puthenputhussery, A.[Ajit],
Liu, C.J.[Cheng-Jun],
Learning the discriminative dictionary for sparse representation by a
general fisher regularized model,
ICIP15(4347-4351)
IEEE DOI
1512
BibRef
Mukherjee, L.[Lopamudra],
Hall, A.[Alex],
Non-negative Sparse Coding with Regularizer for Image Classification,
WACV15(852-859)
IEEE DOI
1503
Dictionaries
BibRef
Lu, K.Y.[Ke-Yu],
Li, J.[Jian],
An, X.J.[Xiang-Jing],
He, H.G.[Han-Gen],
Hierarchical image representation via multi-level sparse coding,
ICIP14(4902-4906)
IEEE DOI
1502
Dictionaries
BibRef
Wang, X.Y.[Xiao-Yang],
Ji, Q.A.[Qi-Ang],
Attribute Augmentation with Sparse Coding,
ICPR14(4352-4357)
IEEE DOI
1412
Dictionaries
BibRef
Yang, M.[Meng],
Dai, D.X.[Deng-Xin],
Shen, L.[Lilin],
Van Gool, L.J.[Luc J.],
Latent Dictionary Learning for Sparse Representation Based
Classification,
CVPR14(4138-4145)
IEEE DOI
1409
classification;latent dictionary learning;sparse represntation
BibRef
Bevilacqua, M.[Marco],
Roumy, A.[Aline],
Guillemot, C.[Christine],
Morel, M.L.A.[Marie-Line Alberi],
K-WEB: Nonnegative dictionary learning for sparse image
representations,
ICIP13(146-150)
IEEE DOI
1402
Approximation methods
BibRef
Han, S.[Sheng],
Fu, R.Q.[Rui-Qing],
Wang, S.Z.[Su-Zhen],
Wu, X.Y.[Xin-Yu],
Online adaptive dictionary learning and weighted sparse coding for
abnormality detection,
ICIP13(151-155)
IEEE DOI
1402
Accuracy
BibRef
Shen, L.[Li],
Wang, S.H.[Shu-Hui],
Sun, G.[Gang],
Jiang, S.Q.[Shu-Qiang],
Huang, Q.M.[Qing-Ming],
Multi-level Discriminative Dictionary Learning towards Hierarchical
Visual Categorization,
CVPR13(383-390)
IEEE DOI
1309
Categorization; Dictionary learning; Hierarchical structure
BibRef
Chi, Y.T.[Yu-Tseh],
Ali, M.[Mohsen],
Rajwade, A.[Ajit],
Ho, J.[Jeffrey],
Block and Group Regularized Sparse Modeling for Dictionary Learning,
CVPR13(377-382)
IEEE DOI
1309
block group; dictionary learning; sparse coding
BibRef
Khan, N.[Nazar],
Tappen, M.F.[Marshall F.],
Discriminative dictionary learning with spatial priors,
ICIP13(166-170)
IEEE DOI
1402
BibRef
Earlier:
Stable discriminative dictionary learning via discriminative deviation,
ICPR12(3224-3227).
WWW Link.
1302
Dictionaries
BibRef
Duan, G.F.[Gui-Fang],
Wang, H.C.[Hong-Cui],
Liu, Z.Y.[Zhen-Yu],
Deng, J.P.[Jun-Ping],
Chen, Y.W.[Yen-Wei],
K-CPD: Learning of overcomplete dictionaries for tensor sparse coding,
ICPR12(493-496).
WWW Link.
1302
BibRef
Lin, T.[Tong],
Liu, S.[Shi],
Zha, H.B.[Hong-Bin],
Incoherent dictionary learning for sparse representation,
ICPR12(1237-1240).
WWW Link.
1302
BibRef
Guo, H.M.[Hui-Min],
Jiang, Z.L.[Zhuo-Lin],
Davis, L.S.[Larry S.],
Discriminative Dictionary Learning with Pairwise Constraints,
ACCV12(I:328-342).
Springer DOI
1304
BibRef
Jiang, Z.L.[Zhuo-Lin],
Lin, Z.[Zhe],
Davis, L.S.[Larry S.],
Learning a discriminative dictionary for sparse coding via label
consistent K-SVD,
CVPR11(1697-1704).
IEEE DOI
1106
BibRef
Jiang, Z.L.[Zhuo-Lin],
Zhang, G.X.[Guang-Xiao],
Davis, L.S.[Larry S.],
Submodular dictionary learning for sparse coding,
CVPR12(3418-3425).
IEEE DOI
1208
BibRef
Yang, F.[Fan],
Jiang, Z.L.[Zhuo-Lin],
Davis, L.S.[Larry S.],
Online discriminative dictionary learning for visual tracking,
WACV14(854-861)
IEEE DOI
1406
Dictionaries;Equations;Joints;Target tracking;Training;Visualization
BibRef
Shi, J.P.[Jian-Ping],
Ren, X.[Xiang],
Dai, G.[Guang],
Wang, J.D.[Jing-Dong],
Zhang, Z.H.[Zhi-Hua],
A non-convex relaxation approach to sparse dictionary learning,
CVPR11(1809-1816).
IEEE DOI
1106
To learn sparse representation (few words to describe it).
Concave approach.
BibRef
Nakashizuka, M.[Makoto],
Nishiura, H.[Hidenari],
Iiguni, Y.[Youji],
Sparse image representations with shift-invariant tree-structured
dictionaries,
ICIP09(2145-2148).
IEEE DOI
0911
BibRef
Chapter on Matching and Recognition Using Volumes, High Level Vision Techniques, Invariants continues in
Other, Kernel Methods, Invariants .