Sparse Representations and Distance Learning for Attribute Based Category Recognition

Compressed sensing

2006 • 21,277 citations

Compressed sensing

2004 • 17,943 citations

The Pascal Visual Object Classes (VOC) Challenge

2009 • 16,797 citations

Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information

2006 • 15,406 citations

Robust Face Recognition via Sparse Representation

2009 • 9,406 citations

$rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation

2006 • 9,149 citations

Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories

2006 • 7,849 citations

Distance Metric Learning for Large Margin Nearest Neighbor Classification

2009 • 4,092 citations

Distance Metric Learning with Application to Clustering with Side-Information

2002 • 2,728 citations

A Simple Proof of the Restricted Isometry Property for Random Matrices

2008 • 2,409 citations

Information-theoretic metric learning

2007 • 2,019 citations

Describing objects by their attributes

2009 • 1,911 citations

Neighbourhood Components Analysis

2004 • 1,727 citations

Learning to detect unseen object classes by between-class attribute transfer

2009 • 1,635 citations

Attribute and simile classifiers for face verification

2009 • 1,359 citations

Supervised Dictionary Learning

2008 • 763 citations

Metric Learning by Collapsing Classes

2005 • 678 citations

Pose tracking from natural features on mobile phones

2008 • 431 citations

Fast ℓ<inf>1</inf>-minimization algorithms and an application in robust face recognition: A review

2010 • 415 citations

Learning Visual Attributes

2007 • 411 citations

What helps where – and why? Semantic relatedness for knowledge transfer

2010 • 286 citations

Learning Models for Object Recognition from Natural Language Descriptions

2009 • 208 citations

Online Metric Learning and Fast Similarity Search

2008 • 206 citations

Attribute-based people search in surveillance environments

2009 • 198 citations

SURFTrac: Efficient tracking and continuous object recognition using local feature descriptors

2009 • 191 citations

Joint learning of visual attributes, object classes and visual saliency

2009 • 152 citations

Multiple target detection and tracking with guaranteed framerates on mobile phones

2009 • 110 citations

Simultaneous image transformation and sparse representation recovery

2008 • 104 citations

Contextual decomposition of multi-label images

2009 • 21 citations

Deleted Work

1955 • 0 citations