Search Results - kernel sparse coding
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Multiscale kernel sparse coding-based classifier for HRRP radar target recognition
ISSN: 1751-8784, 1751-8792Published: The Institution of Engineering and Technology 01.12.2016Published in IET radar, sonar & navigation (01.12.2016)“…With the combined multiscale Gaussian kernel and Morlet wavelet kernel, two multiscale kernel sparse coding-based classifiers (MKSCCs…”
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Compressive feature and kernel sparse coding-based radar target recognition
ISSN: 1751-8784, 1751-8792Published: Stevenage The Institution of Engineering and Technology 01.08.2013Published in IET radar, sonar & navigation (01.08.2013)“…’ and kernel sparse coding-based radar target recognition approach via the recent developed compressive sensing theory…”
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Object Recognition Using Tactile Measurements: Kernel Sparse Coding Methods
ISSN: 0018-9456, 1557-9662Published: New York IEEE 01.03.2016Published in IEEE transactions on instrumentation and measurement (01.03.2016)“… A kernel sparse coding method is therefore developed to address the tactile data representation and classification problem…”
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Image Quality Assessment Using Kernel Sparse Coding
ISSN: 1520-9210, 1941-0077Published: Piscataway IEEE 2021Published in IEEE transactions on multimedia (2021)“… To overcome such a weakness, in this paper, we introduce nonlinear sparse coding to IQA. A kernel dictionary construction scheme is proposed, which combines analytic…”
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MRI brain tumor segmentation based on texture features and kernel sparse coding
ISSN: 1746-8094, 1746-8108Published: Elsevier Ltd 01.01.2019Published in Biomedical signal processing and control (01.01.2019)“…•A brain tumor segmentation method for FLAIR sequences MRI images.•Method is based on texture features and kernel sparse coding…”
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Supervised transfer kernel sparse coding for image classification
ISSN: 0167-8655, 1872-7344Published: Elsevier B.V 15.12.2015Published in Pattern recognition letters (15.12.2015)“…•We use kernel sparse coding in the context of transfer learning.•We maximize the correlation between source and target sparse coding of the same class…”
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Efficient Kernel Sparse Coding Via First-Order Smooth Optimization
ISSN: 2162-237X, 2162-2388, 2162-2388Published: New York, NY IEEE 01.08.2014Published in IEEE transaction on neural networks and learning systems (01.08.2014)“…We consider the problem of dictionary learning and sparse coding, where the task is to find a concise set of basis vectors that accurately represent the observation data with only small numbers of active bases…”
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Kernel locality-constrained sparse coding for head pose estimation
ISSN: 1751-9632, 1751-9640, 1751-9640Published: The Institution of Engineering and Technology 01.12.2016Published in IET computer vision (01.12.2016)“…) to overcome the limitation of Sparse Coding. The authors also propose kernel locality…”
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Efficient 3D face recognition using local covariance descriptor and Riemannian kernel sparse coding
ISSN: 0045-7906, 1879-0755Published: Amsterdam Elsevier Ltd 01.08.2017Published in Computers & electrical engineering (01.08.2017)“…•Local covariance descriptor is given to represent 3D face.•Properly Riemannian kernel sparse coding is used to identify the faces in probe. [Display omitted…”
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Kernel Tensor Sparse Coding Model for Precise Crop Classification of UAV Hyperspectral Image
ISSN: 1545-598X, 1558-0571Published: Piscataway IEEE 01.01.2023Published in IEEE geoscience and remote sensing letters (01.01.2023)“…In this letter, a kernel tensor sparse coding model (KTSCM) is proposed for precise crop classification of unmanned aerial vehicle (UAV…”
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Kernel sparse coding method for automatic target recognition in infrared imagery using covariance descriptor
ISSN: 1350-4495, 1879-0275Published: Elsevier B.V 01.05.2016Published in Infrared physics & technology (01.05.2016)“…•Covariance Descriptor is used as feature representation of infrared target.•A kernel sparse coding method for ATR in infrared imagery is proposed…”
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Precise crop classification of UAV hyperspectral imagery using kernel tensor slice sparse coding based classifier
ISSN: 0925-2312, 1872-8286Published: Elsevier B.V 28.09.2023Published in Neurocomputing (Amsterdam) (28.09.2023)“…•The KTSSOMP algorithm adaptively learns the sparse coding coefficients of KTSSCC.•There are very few parameters in our proposed KTSSCC model…”
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Image classification algorithm based on stacked sparse coding deep learning model-optimized kernel function nonnegative sparse representation
ISSN: 1432-7643, 1433-7479Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.11.2020Published in Soft computing (Berlin, Germany) (01.11.2020)“…Image classification has received extensive attention as an important technical means of acquiring image information. It has been widely used in various…”
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Kernel-Based Multiview Joint Sparse Coding for Image Annotation
ISSN: 1024-123X, 1563-5147Published: Cairo, Egypt Hindawi Publishing Corporation 01.01.2017Published in Mathematical problems in engineering (01.01.2017)“… To reduce the gap, this paper puts forward a kernel-based multiview joint sparse coding (KMVJSC) framework for image annotation…”
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Ground-Based Cloud-Type Recognition Using Manifold Kernel Sparse Coding and Dictionary Learning
ISSN: 1687-9309, 1687-9317Published: Cairo, Egypt Hindawi Publishing Corporation 01.01.2018Published in Advances in meteorology (01.01.2018)“… Based on the symmetric positive definite (SPD) matrix manifold, a novel method named “manifold kernel sparse coding and dictionary learning” (MKSCDL…”
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Semi-supervised action recognition in video via Labeled Kernel Sparse Coding and sparse L1 graph
ISSN: 0167-8655, 1872-7344Published: Elsevier B.V 15.10.2012Published in Pattern recognition letters (15.10.2012)“…► Labeled Kernel Sparse Coding. ► L1 Graph. ► Semi-supervised learning. ► Sparse representation…”
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Kernel Regularized Nonlinear Dictionary Learning for Sparse Coding
ISSN: 2168-2216, 2168-2232Published: New York IEEE 01.04.2019Published in IEEE transactions on systems, man, and cybernetics. Systems (01.04.2019)“…For most sparse coding methods, data samples are first encoded as hand-crafted features, followed by another separate learning step that generates dictionary and sparse codes…”
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Manifold Kernel Sparse Representation of Symmetric Positive-Definite Matrices and Its Applications
ISSN: 1057-7149, 1941-0042Published: United States IEEE 01.11.2015Published in IEEE transactions on image processing (01.11.2015)“… In this paper, we propose a novel sparse representation method of SPD matrices in the data-dependent manifold kernel space…”
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Adaptive Visual Target Tracking Based on Label Consistent K-Svd Sparse Coding and Kernel Particle Filter
ISSN: 2379-190XPublished: IEEE 01.04.2018Published in 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.04.2018)“…). To track the target over time, a kernel particle filter (KPF) is proposed that integrates both local and global motion information of the target…”
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Conference Proceeding -
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BoMW: Bag of Manifold Words for One-Shot Learning Gesture Recognition From Kinect
ISSN: 1051-8215, 1558-2205Published: New York IEEE 01.10.2018Published in IEEE transactions on circuits and systems for video technology (01.10.2018)“… Since covariance matrices are SPD matrices and the space spanned by them is the SPD manifold, traditional learning methods in the Euclidean space, such as sparse coding, cannot be directly applied…”
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