What Does Classifying More Than 10,000 Image Categories Tell Us?

ImageNet: A large-scale hierarchical image database

2009 • 52,855 citations

Distinctive Image Features from Scale-Invariant Keypoints

2004 • 52,232 citations

Histograms of Oriented Gradients for Human Detection

2005 • 30,198 citations

The Pascal Visual Object Classes (VOC) Challenge

2009 • 16,797 citations

WordNet: An Electronic Lexical Database

2000 • 12,050 citations

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

2006 • 7,849 citations

LIBLINEAR: A Library for Large Linear Classification

2008 • 6,727 citations

Untitled

2001 • 6,310 citations

Basic objects in natural categories

1976 • 5,360 citations

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

1987 • 5,354 citations

WordNet

1998 • 4,491 citations

Visual categorization with bags of keypoints

2004 • 4,232 citations

Scalable Recognition with a Vocabulary Tree

2006 • 3,588 citations

Speed of processing in the human visual system

1996 • 3,420 citations

One-shot learning of object categories

2006 • 2,897 citations

A discriminatively trained, multiscale, deformable part model

2008 • 2,784 citations

Vlfeat

2010 • 2,754 citations

Caltech-256 Object Category Dataset

2007 • 2,476 citations

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

2008 • 1,956 citations

On the algorithmic implementation of multiclass kernel-based vector machines

2002 • 1,762 citations

The pyramid match kernel: discriminative classification with sets of image features

2005 • 1,499 citations

In Defense of One-Vs-All Classification

2004 • 1,437 citations

Local Invariant Feature Detectors: A Survey

2008 • 1,151 citations

Local Invariant Feature Detectors: A Survey

2007 • 1,144 citations

Near-Optimal Hashing Algorithms for Approximate Nearest Neighbor in High Dimensions

2006 • 1,119 citations

SVM-KNN: Discriminative Nearest Neighbor Classification for Visual Category Recognition

2006 • 1,078 citations

In defense of Nearest-Neighbor based image classification

2008 • 1,074 citations

A note on Platt’s probabilistic outputs for support vector machines

2007 • 854 citations

On feature combination for multiclass object classification

2009 • 793 citations

A Visual Vocabulary for Flower Classification

2006 • 774 citations

Multiple kernels for object detection

2009 • 768 citations

The 2005 PASCAL Visual Object Classes Challenge

2006 • 747 citations

Learning The Discriminative Power-Invariance Trade-Off

2007 • 521 citations

Semantic Hierarchies for Visual Object Recognition

2007 • 290 citations

An Exemplar Model for Learning Object Classes

2007 • 265 citations

Semi-Supervised Learning in Gigantic Image Collections

2009 • 235 citations

Learning and using taxonomies for fast visual categorization

2008 • 211 citations

Max-margin additive classifiers for detection

2009 • 154 citations

Exploiting Object Hierarchy: Combining Models from Different Category Levels

2007 • 109 citations

Building a classification cascade for visual identification from one example

2005 • 55 citations

Dictionary-free categorization of very similar objects via stacked evidence trees

2009 • 54 citations

Large scale natural image classification by sparsity exploration

2009 • 15 citations

Dictionary-free categorization of very similar objects via stacked evidence trees

2009 • 10 citations