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IEEE Transactions on Industrial Electronics, ISSN 0278-0046, 08/2016, Volume 63, Issue 8, pp. 5120 - 5129
Journal Article
IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 06/2019, Volume 31, Issue 6, pp. 1080 - 1093
Journal Article
2013 IEEE Conference on Computer Vision and Pattern Recognition, ISSN 1063-6919, 06/2013, pp. 391 - 398
Sparse coding has become an increasingly popular method in learning and vision for a variety of classification, reconstruction and coding tasks. The canonical... 
Convolutional codes | deep learning | Convolution | Signal processing algorithms | Encoding | Vectors | fourier | ADMM | sparse coding | Equations | Convergence | convolution
Conference Proceeding
IEEE Transactions on Information Theory, ISSN 0018-9448, 03/2013, Volume 59, Issue 3, pp. 1563 - 1572
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 06/2017, Volume 28, Issue 6, pp. 1263 - 1275
Journal Article
Pattern Recognition, ISSN 0031-3203, 07/2013, Volume 46, Issue 7, pp. 1772 - 1788
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 04/2017, Volume 65, Issue 7, pp. 1660 - 1672
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 08/2015, Volume 37, Issue 8, pp. 1615 - 1628
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 03/2015, Volume 37, Issue 3, pp. 529 - 540
Trajectory basis Non-Rigid Structure from Motion (NRSfM) refers to the process of reconstructing the 3D trajectory of each point of a non-rigid object from... 
Convolutional codes | convolutional sparse coding | ell_0 norm | reconstructability | Three-dimensional displays | Convolution | Shape | Nonrigid structure from motion | Encoding | Trajectory | Equations | ell_1 norm | norm | RECOVERY | l norm | SHAPE | MOTION | REPRESENTATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Signal processing | Research
Journal Article
2013 IEEE International Conference on Computer Vision, ISSN 1550-5499, 12/2013, pp. 281 - 288
In this paper, we propose a low-rank sparse coding (LRSC) method that exploits local structure information among features in an image for the purpose of... 
Visualization | Image coding | Laplace equations | image classification | Layout | low-rank | Feature extraction | Encoding | bow | Sparse matrices | Learning | Computer vision | State of the art | Conferences | Coding | Classification | Consistency | Representations | Image classification
Conference Proceeding
IEEE Transactions on Image Processing, ISSN 1057-7149, 07/2016, Volume 25, Issue 7, pp. 3032 - 3043
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 10/2018, Volume 27, Issue 10, pp. 4850 - 4859
Convolutional sparse coding (CSC) improves sparse coding by learning a shift-invariant dictionary from the data. However, most existing CSC algorithms operate... 
Convolutional codes | convolutional sparse coding | Image coding | Dictionaries | Convolution | Frequency-domain analysis | dictionary learning | Sparse matrices | Online learning | Optimization | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Computer Science - Computer Vision and Pattern Recognition
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 08/2015, Volume 26, Issue 8, pp. 1816 - 1821
Journal Article
Neurocomputing, ISSN 0925-2312, 05/2017, Volume 238, pp. 340 - 350
This work devises a maximum-margin sparse coding algorithm, jointly considering reconstruction loss and hinge loss in the model. The sparse representation... 
Sparse coding | Maximum-margin | Block coordinate descent | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Computer science | Algorithms | Information management | Analysis | Machine learning
Journal Article
Computer Vision and Image Understanding, ISSN 1077-3142, 01/2014, Volume 118, pp. 50 - 60
Sparse coding represents a signal sparsely by using an overcomplete dictionary, and obtains promising performance in practical computer vision applications,... 
Sparse coding | Hessian | Image annotation | Multiview | FUSION | INFORMATION | DICTIONARY | CARTOON | MODEL | REGULARIZATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Computer vision | Algorithms | Annotations | Restoration | Coding | Images | Mathematical models | Regularization
Journal Article