Results 31 to 40 of about 114,572 (313)

Hyperspectral Anomaly Detection via Sparse Representation and Collaborative Representation

open access: yesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023
Sparse representation (SR)-based approaches and collaborative representation (CR)-based methods are proved to be effective to detect the anomalies in a hyperspectral image (HSI).
Sheng Lin   +5 more
doaj   +1 more source

Identification of Matrices Having a Sparse Representation [PDF]

open access: yes, 2008
We consider the problem of recovering a matrix from its action on a known vector in the setting where the matrix can be represented efficiently in a known matrix dictionary.
Pfander, Goetz E.   +6 more
core   +1 more source

Sparse‐Dyn: Sparse dynamic graph multirepresentation learning via event‐based sparse temporal attention network [PDF]

open access: yes, 2022
Dynamic graph neural networks (DGNNs) have been widely used in modeling and representation learning of graph structure data. Current dynamic representation learning focuses on either discrete learning which results in temporal information loss, or ...
Liu, Chao   +15 more
core   +1 more source

Robust Face Recognition Via Gabor Feature and Sparse Representation

open access: yesITM Web of Conferences, 2016
Sparse representation based on compressed sensing theory has been widely used in the field of face recognition, and has achieved good recognition results.
Hao Yu-Juan, Zhang Li-Quan
doaj   +1 more source

3-D Sparse Representations [PDF]

open access: yes, 2014
In this chapter we review a variety of 3D sparse representations developed in recent years and adapted to different kinds of 3D signals. In particular, we describe 3D wavelets, ridgelets, beamlets and curvelets. We also present very recent 3D sparse representations on the 3D ball adapted to 3D signal naturally observed in spherical coordinates ...
Lanusse, François   +3 more
openaire   +3 more sources

Sparseness and Expansion in Sensory Representations [PDF]

open access: yesNeuron, 2014
In several sensory pathways, input stimuli project to sparsely active downstream populations that have more neurons than incoming axons. Here, we address the computational benefits of expansion and sparseness for clustered inputs, where different clusters represent behaviorally distinct stimuli and intracluster variability represents sensory or ...
Babadi, Baktash, Sompolinsky, Haim
openaire   +2 more sources

The cosparse analysis model and algorithms [PDF]

open access: yes, 2013
After a decade of extensive study of the sparse representation synthesis model, we can safely say that this is a mature and stable field, with clear theoretical foundations, and appealing applications.
Gribonval, Rémi   +8 more
core   +2 more sources

Image compression-encryption method based on two-dimensional sparse recovery and chaotic system

open access: yesScientific Reports, 2021
In this paper, we propose an image compression-encryption method based on two-dimensional (2D) sparse representation and chaotic system. In the first step of this method, the input image is extended in a transform domain to obtain a sparse representation.
Aboozar Ghaffari
doaj   +1 more source

Sparse time-frequency representations [PDF]

open access: yesProceedings of the National Academy of Sciences, 2006
Auditory neurons preserve exquisite temporal information about sound features, but we do not know how the brain uses this information to process the rapidly changing sounds of the natural world. Simple arguments for effective use of temporal information led us to consider the reassignment class of time-frequency representations as ...
Gardner, Timothy J.   +1 more
openaire   +2 more sources

A Feature Extraction Method of Wheelset-Bearing Fault Based on Wavelet Sparse Representation with Adaptive Local Iterative Filtering

open access: yesShock and Vibration, 2020
The feature extraction of wheelset-bearing fault is important for the safety service of high-speed train. In recent years, sparse representation is gradually applied to the fault diagnosis of wheelset-bearing.
Zhan Xing   +3 more
doaj   +1 more source

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