Statistics of natural image categories

Eigenfaces for Recognition

1991 • 13,843 citations

Advances in Neural Information Processing Systems 14

2002 • 9,376 citations

Pattern Recognition and Neural Networks

1996 • 6,497 citations

Receptive fields and functional architecture of monkey striate cortex

1968 • 6,460 citations

Untitled

2001 • 6,310 citations

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

1996 • 5,674 citations

Basic objects in natural categories

1976 • 5,360 citations

Recognition-by-components: A theory of human image understanding.

1987 • 5,354 citations

Speed of processing in the human visual system

1996 • 3,420 citations

Relations between the statistics of natural images and the response properties of cortical cells

1987 • 3,200 citations

A cortical representation of the local visual environment

1998 • 2,964 citations

Natural Image Statistics and Neural Representation

2001 • 2,366 citations

Low-dimensional procedure for the characterization of human faces

1987 • 2,339 citations

The “independent components” of natural scenes are edge filters

1997 • 2,268 citations

Using discriminant eigenfeatures for image retrieval

1996 • 1,670 citations

Blobworld: image segmentation using expectation-maximization and its application to image querying

2002 • 1,451 citations

Sparse Coding and Decorrelation in Primary Visual Cortex During Natural Vision

2000 • 1,279 citations

What Is the Goal of Sensory Coding?

1994 • 1,213 citations

Independent component filters of natural images compared with simple cells in primary visual cortex

1998 • 1,171 citations

Shape representation in the inferior temporal cortex of monkeys

1995 • 979 citations

The statistics of natural images

1994 • 865 citations

Computer Vision Systems

2008 • 864 citations

Untitled

2003 • 797 citations

What Does the Retina Know about Natural Scenes?

1992 • 723 citations

RECOVERING INTRINSIC SCENE CHARACTERISTICS FROM IMAGES

1978 • 722 citations

The nature of mathematical modeling

1999 • 675 citations

The effects of semantic consistency on eye movements during complex scene viewing.

1999 • 665 citations

Columns for visual features of objects in monkey inferotemporal cortex

1992 • 647 citations

Indoor-outdoor image classification

2002 • 645 citations

Visual features of intermediate complexity and their use in classification

2002 • 621 citations

Meaning in Visual Search

1975 • 581 citations

Selectivity for Polar, Hyperbolic, and Cartesian Gratings in Macaque Visual Cortex

1993 • 534 citations

Learning the semantics of words and pictures

2002 • 532 citations

Neuronal Mechanisms of Object Recognition

1993 • 515 citations

Modelling the Power Spectra of Natural Images: Statistics and Information

1996 • 512 citations

Color and spatial structure in natural scenes

1987 • 497 citations

Amplitude spectra of natural images

1992 • 491 citations

Rate Coding Versus Temporal Order Coding: What the Retinal Ganglion Cells Tell the Visual Cortex

2001 • 472 citations

Coarse Blobs or Fine Edges? Evidence That Information Diagnosticity Changes the Perception of Complex Visual Stimuli

1997 • 411 citations

Diagnostic Colors Mediate Scene Recognition

2000 • 411 citations

Untitled

2000 • 406 citations

ON IMAGE CLASSIFICATION: CITY IMAGES VS. LANDSCAPES

1998 • 382 citations

Origins of scaling in natural images

1997 • 354 citations

Depth estimation from image structure

2002 • 342 citations

Categories of environmental scenes

1983 • 326 citations

Parallel processing in high-level categorization of natural images

2002 • 309 citations

The principal components of natural images

1992 • 239 citations

Spatial frequency analysis of the visual environment: Anisotropy and the carpentered environment hypothesis

1978 • 191 citations

Texture orientation for sorting photos "at a glance"

2002 • 187 citations

Statistical context priming for object detection

2002 • 177 citations

The Nature of Mathematical Modeling

2000 • 163 citations

Content-based hierarchical classification of vacation images

2003 • 152 citations

Three-dimensional orientation tuning in macaque area V4

2002 • 141 citations

What is the Goal of Sensory Coding?

1999 • 136 citations

Wavelets, vision and the statistics of natural scenes

1999 • 111 citations

Global Semantic Classification of Scenes using Power Spectrum Templates

1999 • 80 citations

Parameterising Images for Recognition and Reconstruction

1991 • 73 citations

Learning Sparse Image Codes using a Wavelet Pyramid Architecture

2000 • 65 citations

Classification of scene photographs from local orientations features

2000 • 56 citations

The amplitude spectra of natural images

1992 • 53 citations

The Correlational Structure of Natural Images and the Calibration of Spatial Representations

1997 • 49 citations

Searching for filters with 'interesting' output distributions: an uninteresting direction to explore?

1996 • 40 citations

Modal structure and reliable inference

1996 • 29 citations

Contextual Modulation of Target Saliency

2001 • 26 citations

Parameterising Images for Recognition and Reconstruction

1991 • 25 citations

Localized principal components of natural images-an analytic solution

1994 • 16 citations

Searching for filters with ‘interesting’ output distributions: an uninteresting direction to explore?

1996 • 8 citations

The Neural Representation of Shape

2000 • 5 citations