SOTAVerified

Dictionary Learning

Dictionary Learning is an important problem in multiple areas, ranging from computational neuroscience, machine learning, to computer vision and image processing. The general goal is to find a good basis for given data. More formally, in the Dictionary Learning problem, also known as sparse coding, we are given samples of a random vector $y\in\mathbb{R}^n$, of the form $y=Ax$ where $A$ is some unknown matrix in $\mathbb{R}^{n×m}$, called dictionary, and $x$ is sampled from an unknown distribution over sparse vectors. The goal is to approximately recover the dictionary $A$.

Source: Polynomial-time tensor decompositions with sum-of-squares

Papers

Showing 301350 of 823 papers

TitleStatusHype
Classification of Chinese Handwritten Numbers with Labeled Projective Dictionary Pair Learning0
Multiscale Sparsifying Transform Learning for Image DenoisingCode0
Fault Handling in Large Water Networks with Online Dictionary LearningCode0
Discriminative Feature and Dictionary Learning with Part-aware Model for Vehicle Re-identification0
Nonlinear Functional Output Regression: a Dictionary Approach0
Unsupervised Dictionary Learning for Anomaly Detection0
Complete Dictionary Learning via _p-norm MaximizationCode1
Sketchformer: Transformer-based Representation for Sketched StructureCode1
Deep Transform and Metric Learning Network: Wedding Deep Dictionary Learning and Neural Networks0
Unsupervised Adaptive Neural Network Regularization for Accelerated Radial Cine MRI0
Learning efficient structured dictionary for image classification0
Learning Deep Analysis Dictionaries -- Part II: Convolutional Dictionaries0
Finding the Sparsest Vectors in a Subspace: Theory, Algorithms, and Applications0
Dictionary Learning for Two-Dimensional Kendall Shapes0
Learning Hybrid Representation by Robust Dictionary Learning in Factorized Compressed Space0
Convolutional Dictionary Pair Learning Network for Image Representation Learning0
CORAD: Correlation-Aware Compression of Massive Time Series using Sparse Dictionary CodingCode0
Impulse Denoising From Hyper-Spectral Images: A Blind Compressed Sensing Approach0
Deep Sparse Coding for Non-Intrusive Load Monitoring0
Kernel Transform Learning0
Analysis Co-Sparse Coding for Energy Disaggregation0
Row-Sparse Discriminative Deep Dictionary Learning for Hyperspectral Image Classification0
Majorization Minimization Technique for Optimally Solving Deep Dictionary Learning0
Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification0
Multi-echo Reconstruction from Partial K-space Scans via Adaptively Learnt Basis0
Blind Denoising Autoencoder0
Simultaneous Detection of Multiple Appliances from Smart-meter Measurements via Multi-Label Consistent Deep Dictionary Learning and Deep Transform Learning0
Reconstructing Multi-echo Magnetic Resonance Images via Structured Deep Dictionary Learning0
Amora: Black-box Adversarial Morphing Attack0
Face Recognition via Locality Constrained Low Rank Representation and Dictionary LearningCode0
A Linearly Convergent Method for Non-Smooth Non-Convex Optimization on the Grassmannian with Applications to Robust Subspace and Dictionary Learning0
Locality Constraint Dictionary Learning with Support Vector for Pattern ClassificationCode0
CASTER: Predicting Drug Interactions with Chemical Substructure RepresentationCode0
Weakly Convex Optimization over Stiefel Manifold Using Riemannian Subgradient-Type MethodsCode0
Sparse Coding on Cascaded Residuals0
Adversarial dictionary learning for a robust analysis and modelling of spontaneous neuronal activity0
Online matrix factorization for Markovian data and applications to Network Dictionary LearningCode1
Community-Level Anomaly Detection for Anti-Money Laundering0
Learning Priors in High-frequency Domain for Inverse Imaging ReconstructionCode0
Dictionary Learning with Almost Sure Error Constraints0
Word Embedding Visualization Via Dictionary LearningCode0
Deep Network Classification by Scattering and Homotopy Dictionary LearningCode0
Harmonization of diffusion MRI datasets with adaptive dictionary learningCode0
Non-negative Tensor Patch Dictionary Approaches for Image Compression and Deblurring Applications0
Sparse Recovery and Dictionary Learning from Nonlinear Compressive Measurements0
A Tree-based Dictionary Learning Framework0
Supervised Learning Based Super-Resolution DoA Estimation Utilizing Antenna Array Extrapolation0
RandNet: deep learning with compressed measurements of images0
On Convex Duality in Linear Inverse Problems0
Sparse Coding of Shape Trajectories for Facial Expression and Action Recognition0
Show:102550
← PrevPage 7 of 17Next →

No leaderboard results yet.