High-level Vision as Statistical Inference

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

1996 • 5,674 citations

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

1987 • 5,354 citations

Perception of the Visual World

1952 • 3,843 citations

Computational vision and regularization theory

1985 • 1,425 citations

Perception as Bayesian Inference

1996 • 1,421 citations

Active vision

1993 • 1,415 citations

Perceptual organization and visual recognition

1985 • 1,057 citations

Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection

1996 • 1,025 citations

Measurement and modeling of depth cue combination: in defense of weak fusion

1995 • 954 citations

A network that learns to recognize three-dimensional objects

1990 • 935 citations

Dynamic binding in a neural network for shape recognition.

1992 • 929 citations

Recognition by linear combinations of models

1991 • 833 citations

Psychophysical support for a two-dimensional view interpolation theory of object recognition.

1992 • 685 citations

Minimax Entropy Principle and Its Application to Texture Modeling

1997 • 426 citations

Is human object recognition better described by geon structural descriptions or by multiple views? Comment on Biederman and Gerhardstein (1993).

1995 • 399 citations

Sequential ideal-observer analysis of visual discriminations.

1989 • 382 citations

Experiencing and Perceiving Visual Surfaces

1992 • 367 citations

View-dependent object recognition by monkeys

1994 • 346 citations

Bayesian decision theory and psychophysics

1996 • 254 citations

The generic viewpoint assumption in a framework for visual perception

1994 • 251 citations

The quantum efficiency of vision

1991 • 238 citations

Mr. Chips: An ideal-observer model of reading.

1997 • 227 citations

Moving Cast Shadows Induce Apparent Motion in Depth

1997 • 198 citations

Object classification for human and ideal observers

1995 • 170 citations

Human efficiency for recognizing 3-D objects in luminance noise

1995 • 157 citations

Neuronal architectures for pattern-theoretic problems.

1994 • 151 citations

Surface orientation from texture: ideal observers, generic observers and the information content of texture cues

1998 • 150 citations

Pattern Theory: A Unifying Perspective

1994 • 102 citations

The Organization Of Curve Detection: Coarse Tangent Fields And Fine Spline Coverings

2005 • 101 citations

A method of determining the overall quantum efficiency of visual discriminations

1962 • 82 citations

The helmholtz machine

1999 • 52 citations

Transparency and the Cooperative Computation of Scene Attributes

1991 • 47 citations

Interaction between Transparency and Structure from Motion

1992 • 38 citations

Statistical limits to image understanding

1991 • 32 citations

Distance metric between 3D models and 2D images for recognition and classification

1996 • 25 citations

Shadows without Penumbra

1975 • 20 citations

Inverse 3-D graphics: A metaphor for visual perception

1997 • 17 citations