Learning invariant features through topographic filter maps

Distinctive Image Features from Scale-Invariant Keypoints

2004 • 52,232 citations

Gradient-based learning applied to document recognition

1998 • 49,688 citations

Histograms of Oriented Gradients for Human Detection

2005 • 30,198 citations

Least angle regression

2004 • 9,323 citations

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

2006 • 7,849 citations

Model Selection and Estimation in Regression with Grouped Variables

2005 • 7,125 citations

Sparse coding with an overcomplete basis set: A strategy employed by V1?

1997 • 3,662 citations

Efficient sparse coding algorithms

2007 • 2,403 citations

Learning generative visual models from few training examples: An incremental Bayesian approach tested on 101 object categories

2007 • 2,009 citations

80 Million Tiny Images: A Large Data Set for Nonparametric Object and Scene Recognition

2008 • 1,956 citations

Learning methods for generic object recognition with invariance to pose and lighting

2004 • 1,321 citations

GradientBased Learning Applied to Document Recognition

2009 • 1,214 citations

Unsupervised Learning of Invariant Feature Hierarchies with Applications to Object Recognition

2007 • 1,109 citations

Efficient Learning of Sparse Representations with an Energy-Based Model

2007 • 1,055 citations

Object Recognition with Features Inspired by Visual Cortex

2005 • 820 citations

Discriminative learned dictionaries for local image analysis

2008 • 729 citations

Why is Real-World Visual Object Recognition Hard?

2008 • 550 citations

Emergence of Phase- and Shift-Invariant Features by Decomposition of Natural Images into Independent Feature Subspaces

2000 • 550 citations

Multiclass Object Recognition with Sparse, Localized Features

2006 • 471 citations

A two-layer sparse coding model learns simple and complex cell receptive fields and topography from natural images

2001 • 273 citations

Fast Inference in Sparse Coding Algorithms with Applications to Object Recognition

2010 • 202 citations

K-SVD and its non-negative variant for dictionary design

2005 • 155 citations

Emergence of invariant-feature detectors in the adaptive-subspace self-organizing map

1996 • 116 citations

Topographic Product Models Applied to Natural Scene Statistics

2005 • 109 citations

Fast Inference in Sparse Coding Algorithms with Applications to Object Recognition

2010 • 80 citations

Complex cell pooling and the statistics of natural images

2007 • 77 citations

Learning Sparse Overcomplete Codes for Images

2006 • 50 citations

Learning Sparse Overcomplete Codes for Images

2006 • 26 citations