Robust Object Recognition with Cortex-Like Mechanisms

Gradient-based learning applied to document recognition

1998 • 49,688 citations

Histograms of Oriented Gradients for Human Detection

2005 • 30,198 citations

Object recognition from local scale-invariant features

1999 • 15,625 citations

Receptive fields, binocular interaction and functional architecture in the cat's visual cortex

1962 • 13,401 citations

A feature-integration theory of attention

1980 • 11,909 citations

Shape matching and object recognition using shape contexts

2002 • 6,258 citations

Emergence of simple-cell receptive field properties by learning a sparse code for natural images

1996 • 5,674 citations

Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position

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Theory of communication

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Learning a Similarity Metric Discriminatively, with Application to Face Verification

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Speed of processing in the human visual system

1996 • 3,420 citations

Hierarchical models of object recognition in cortex

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Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical filters

1985 • 3,169 citations

Object class recognition by unsupervised scale-invariant learning

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

2007 • 2,009 citations

A computational theory of human stereo vision

1979 • 1,810 citations

An evaluation of the two-dimensional Gabor filter model of simple receptive fields in cat striate cortex

1987 • 1,664 citations

Spatial frequency selectivity of cells in macaque visual cortex

1982 • 1,479 citations

Hierarchical Bayesian inference in the visual cortex

2003 • 1,476 citations

The CMU Pose, Illumination, and Expression (PIE) database

2003 • 1,442 citations

Multichannel texture analysis using localized spatial filters

1990 • 1,400 citations

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

2004 • 1,321 citations

Shape representation in the inferior temporal cortex of monkeys

1995 • 979 citations

On Edge Detection

1986 • 967 citations

Example-based object detection in images by components

2001 • 950 citations

Shape Matching and Object Recognition Using Low Distortion Correspondences

2005 • 865 citations

Fast Readout of Object Identity from Macaque Inferior Temporal Cortex

2005 • 864 citations

Combined Object Categorization and Segmentation With an Implicit Shape Model

2004 • 828 citations

Object Recognition with Features Inspired by Visual Cortex

2005 • 820 citations

The orientation and direction selectivity of cells in macaque visual cortex

1982 • 801 citations

Blobworld: A System for Region-Based Image Indexing and Retrieval

1999 • 775 citations

A performance evaluation of local descriptors

2003 • 720 citations

Visual features of intermediate complexity and their use in classification

2002 • 621 citations

Unsupervised Learning of Models for Recognition

2000 • 620 citations

Sharing features: efficient boosting procedures for multiclass object detection

2004 • 571 citations

INVARIANT FACE AND OBJECT RECOGNITION IN THE VISUAL SYSTEM

1997 • 536 citations

Multiclass Object Recognition with Sparse, Localized Features

2006 • 471 citations

Synergism in low level vision

2003 • 388 citations

Generalization in vision and motor control

2004 • 383 citations

Generic object recognition with boosting

2006 • 377 citations

SEEMORE: Combining Color, Shape, and Texture Histogramming in a Neurally Inspired Approach to Visual Object Recognition

1997 • 352 citations

Preattentive Object Files: Shapeless Bundles of Basic Features

1997 • 345 citations

Quantitative studies of single-cell properties in monkey striate cortex. II. Orientation specificity and ocular dominance

1976 • 295 citations

Stereo disparity computation using Gabor filters

1988 • 285 citations

Perception of Objects in Natural Scenes: Is It Really Attention Free?

2005 • 281 citations

A Theory of Object Recognition: Computations and Circuits in the Feedforward Path of the Ventral Stream in Primate Visual Cortex

2005 • 247 citations

Interleaving Object Categorization and Segmentation

2006 • 228 citations

When is scene identification just texture recognition?

2004 • 221 citations

Neurophysiology of shape processing

1993 • 220 citations

Quantitative studies of single-cell properties in monkey striate cortex. III. Spatial frequency

1976 • 204 citations

A maximum entropy framework for part-based texture and object recognition

2005 • 187 citations

Learning Optimized Features for Hierarchical Models of Invariant Object Recognition

2003 • 172 citations

Interleaved Object Categorization and Segmentation

2003 • 169 citations

The Bochum/USC Face Recognition System and How it Fared in the FERET Phase III Test

1998 • 153 citations

Intracellular Measurements of Spatial Integration and the MAX Operation in Complex Cells of the Cat Primary Visual Cortex

2004 • 140 citations

Responses of Primate Visual Cortical V4 Neurons to Simultaneously Presented Stimuli

2002 • 136 citations

Bandpass channels, zero-crossings, and early visual information processing

1979 • 121 citations

Categorization by Learning and Combining Object Parts

2001 • 121 citations

Scale-Space : A Framework for Handling Image Structures at Multiple Scales

1996 • 113 citations

Learning a dictionary of shape-components in visual cortex: comparison with neurons, humans and machines

2006 • 87 citations

Streetscenes: towards scene understanding in still images

2006 • 71 citations

An integrated network for invariant visual detection and recognition

2003 • 52 citations

On the Role of Object-Specific Features for Real World Object Recognition in Biological Vision

2002 • 51 citations

When is scene recognition just texture recognition?

2010 • 45 citations

Ultra-Rapid Scene Categorization with a Wave of Spikes

2002 • 44 citations

Component-based Car Detection in Street Scene Images

2004 • 37 citations

A Unified System For Object Detection, Texture Recognition, and Context Analysis Based on the Standard Model Feature Set

2005 • 33 citations

Perception Strategies in Hierarchical Vision Systems

2006 • 25 citations

Empirical Study of Multi-scale Filter Banks for Object Categorization

2006 • 15 citations

The Local Projective Shape of Smooth Surfaces and Their Outlines

2005 • 15 citations

Deleted Work

1955 • 0 citations