Sparse Representation-based Classification

6 papers with code • 1 benchmarks • 1 datasets

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Greatest papers with code

Deep Sparse Representation-based Classification

mahdiabavisani/DSRC 24 Apr 2019

The proposed network consists of a convolutional autoencoder along with a fully-connected layer.

Classification General Classification +2

Sparse Representation-based Open Set Recognition

hezhangsprinter/SROSR 6 May 2017

We propose a generalized Sparse Representation- based Classification (SRC) algorithm for open set recognition where not all classes presented during testing are known during training.

Classification General Classification +4

Linear Disentangled Representation Learning for Facial Actions

eglxiang/icassp15_emotion 11 Jan 2017

Limited annotated data available for the recognition of facial expression and action units embarrasses the training of deep networks, which can learn disentangled invariant features.

Facial Action Unit Detection Representation Learning +1

Hierarchical Sparse and Collaborative Low-Rank Representation for Emotion Recognition

eglxiang/icassp15_emotion 7 Oct 2014

In this paper, we design a Collaborative-Hierarchical Sparse and Low-Rank (C-HiSLR) model that is natural for recognizing human emotion in visual data.

Emotion Recognition General Classification +1

Classifying Multi-channel UWB SAR Imagery via Tensor Sparsity Learning Techniques

tiepvupsu/tensorsparsity 4 Oct 2018

Using low-frequency (UHF to L-band) ultra-wideband (UWB) synthetic aperture radar (SAR) technology for detecting buried and obscured targets, e. g. bomb or mine, has been successfully demonstrated recently.

Dictionary Learning General Classification +1