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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 823 papers

TitleStatusHype
An information theoretic formulation of the Dictionary Learning and Sparse Coding Problems on Statistical Manifolds—0
A High-Performance Accelerator for Super-Resolution Processing on Embedded GPU—0
Dictionary Learning Based on Sparse Distribution Tomography—0
Dictionary-Learning-Based Data Pruning for System Identification—0
An Inequality with Applications to Structured Sparsity and Multitask Dictionary Learning—0
Classification of Chinese Handwritten Numbers with Labeled Projective Dictionary Pair Learning—0
Dictionary Learning and Sparse Coding on Grassmann Manifolds: An Extrinsic Solution—0
Classification of dry age-related macular degeneration and diabetic macular edema from optical coherence tomography images using dictionary learning—0
An Incidence Geometry approach to Dictionary Learning—0
A Hebbian/Anti-Hebbian Network for Online Sparse Dictionary Learning Derived from Symmetric Matrix Factorization—0
Adaptively Unified Semi-Supervised Dictionary Learning With Active Points—0
Classification and Representation via Separable Subspaces: Performance Limits and Algorithms—0
CIM: Class-Irrelevant Mapping for Few-Shot Classification—0
An improved analysis of the ER-SpUD dictionary learning algorithm—0
DFDL: Discriminative Feature-oriented Dictionary Learning for Histopathological Image Classification—0
Contrast-weighted Dictionary Learning Based Saliency Detection for Remote Sensing Images—0
Dependent Nonparametric Bayesian Group Dictionary Learning for online reconstruction of Dynamic MR images—0
A Greedy Approach to _0, Based Convolutional Sparse Coding—0
Dictionary and Image Recovery from Incomplete and Random Measurements—0
Denoising Gravitational Waves using Deep Learning with Recurrent Denoising Autoencoders—0
Dictionary Learning and Sparse Coding-based Denoising for High-Resolution Task Functional Connectivity MRI Analysis—0
Dictionary Learning and Sparse Coding for Third-order Super-symmetric Tensors—0
Denoising Fast X-Ray Fluorescence Raster Scans of Paintings—0
Dictionary Learning and Sparse Coding on Statistical Manifolds—0
Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method—0
Dictionary learning approach to monitoring of wind turbine drivetrain bearings—0
Denoising Dictionary Learning Against Adversarial Perturbations—0
Dictionary learning based image enhancement for rarity detection—0
Buried object detection using handheld WEMI with task-driven extended functions of multiple instances—0
Dictionary-Learning-Based Reconstruction Method for Electron Tomography—0
Dictionary Learning by Dynamical Neural Networks—0
Dictionary Learning for Adaptive GPR Landmine Classification—0
Dictionary Learning for Blind One Bit Compressed Sensing—0
Denoising and Completion of 3D Data via Multidimensional Dictionary Learning—0
Demystifying overcomplete nonlinear auto-encoders: fast SGD convergence towards sparse representation from random initialization—0
A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization—0
DEMAND: Deep Matrix Approximately Nonlinear Decomposition to Identify Meta, Canonical, and Sub-Spatial Pattern of functional Magnetic Resonance Imaging in the Human Brain—0
Dictionary Learning for Two-Dimensional Kendall Shapes—0
Dictionary Learning from Ambiguously Labeled Data—0
Dictionary Learning from Incomplete Data—0
Dictionary learning -- from local towards global and adaptive—0
Dictionary Learning Improves Patch-Free Circuit Discovery in Mechanistic Interpretability: A Case Study on Othello-GPT—0
Dictionary Learning in Fourier Transform Scanning Tunneling Spectroscopy—0
Dictionary Learning over Distributed Models—0
Deep Transform and Metric Learning Networks—0
Dictionary Learning Strategies for Compressed Fiber Sensing Using a Probabilistic Sparse Model—0
Dictionary Learning Under Generative Coefficient Priors with Applications to Compression—0
Dictionary Learning under Symmetries via Group Representations—0
Dictionary Learning Using Rank-One Atomic Decomposition (ROAD)—0
Boosting Dictionary Learning with Error Codes—0
Show:102550
← PrevPage 5 of 17Next →

No leaderboard results yet.