Results 21 to 30 of about 522,381 (263)

A weighted block cooperative sparse representation algorithm based on visual saliency dictionary

open access: yesCAAI Transactions on Intelligence Technology, 2023
Unconstrained face images are interfered by many factors such as illumination, posture, expression, occlusion, age, accessories and so on, resulting in the randomness of the noise pollution implied in the original samples.
Rui Chen   +4 more
doaj   +1 more source

Sparse Representations of Random Signals [PDF]

open access: yesMathematical Methods in the Applied Sciences, 2021
Sparse (fast) representations of deterministic signals have been well studied. Among other types there exists one called adaptive Fourier decomposition (AFD) for functions in analytic Hardy spaces. Through the Hardy space decomposition of the $L^2$ space the AFD algorithm also gives rise to sparse representations of signals of finite energy.
openaire   +1 more source

Sparse representation of salient regions for no-reference image quality assessment

open access: yesInternational Journal of Advanced Robotic Systems, 2016
This paper introduces an efficient feature learning framework via sparse coding for no-reference image quality assessment. The important part of the proposed framework is based on sparse feature extraction from a sparse representation matrix, which is ...
Tianpeng Feng   +5 more
doaj   +1 more source

Learning Sparse Representations of Depth [PDF]

open access: yesIEEE Journal of Selected Topics in Signal Processing, 2011
This paper introduces a new method for learning and inferring sparse representations of depth (disparity) maps. The proposed algorithm relaxes the usual assumption of the stationary noise model in sparse coding. This enables learning from data corrupted with spatially varying noise or uncertainty, typically obtained by laser range scanners or ...
Tosic, Ivana   +2 more
openaire   +2 more sources

Local Connectivity Enhanced Sparse Representation

open access: yesIEEE Access, 2020
During the past two decades, the subspace clustering problem has attracted much attention. Since the data set in real-world problems usually contains a lot of categories, it seems that the large subspace number (LSN) subspace clustering has great ...
Kewei Tang   +6 more
doaj   +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

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 image representation with epitomes [PDF]

open access: yesCVPR 2011, 2011
Computer Vision and Pattern Recognition, Colorado Springs : United States (2011)
BenoĆ®t, Louise   +3 more
openaire   +3 more sources

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

Multiple Sparse Representations Classification

open access: yesPLOS ONE, 2015
Sparse representations classification (SRC) is a powerful technique for pixelwise classification of images and it is increasingly being used for a wide variety of image analysis tasks. The method uses sparse representation and learned redundant dictionaries to classify image pixels.
Esben, Plenge   +4 more
openaire   +5 more sources

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