Efficient Additive Kernels via Explicit Feature Maps

Histograms of Oriented Gradients for Human Detection

2005 • 30,198 citations

Object Detection with Discriminatively Trained Part-Based Models

2009 • 9,815 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

Video Google: a text retrieval approach to object matching in videos

2003 • 6,462 citations

Visual categorization with bags of keypoints

2004 • 4,232 citations

Learning with Kernels

2002 • 3,616 citations

Vlfeat

2010 • 2,754 citations

Random Features for Large-Scale Kernel Machines

2007 • 2,752 citations

Learning to detect natural image boundaries using local brightness, color, and texture cues

2004 • 2,372 citations

Training linear SVMs in linear time

2006 • 1,981 citations

An HOG-LBP human detector with partial occlusion handling

2009 • 1,672 citations

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

2005 • 1,499 citations

Sparse Gaussian Processes using Pseudo-inputs

2005 • 1,387 citations

The Tradeoffs of Large-Scale Learning

2011 • 1,244 citations

Cutting-plane training of structural SVMs

2009 • 994 citations

Pegasos

2007 • 992 citations

Classification using intersection kernel support vector machines is efficient

2008 • 937 citations

Multiple kernels for object detection

2009 • 768 citations

Locality-sensitive binary codes from shift-invariant kernels

2009 • 632 citations

Sparse Greedy Matrix Approximation for Machine Learning

2000 • 612 citations

Efficient svm training using low-rank kernel representations

2002 • 610 citations

Kernel independent component analysis

2004 • 602 citations

An Experimental Study on Pedestrian Classification

2006 • 573 citations

Large-Scale Kernel Machines

2007 • 530 citations

The Kernel Trick for Distances

2000 • 516 citations

A Bayesian approach to unsupervised one-shot learning of object categories

2003 • 428 citations

Empirical evaluation of dissimilarity measures for color and texture

1999 • 367 citations

A Bayesian approach to unsupervised one-shot learning of object categories

2003 • 346 citations

Support Vector Machine Solvers

2007 • 338 citations

Learning to Localize Objects with Structured Output Regression

2008 • 328 citations

Histogram intersection kernel for image classification

2004 • 273 citations

Predictive low-rank decomposition for kernel methods

2005 • 247 citations

Coordinate Descent Method for Large-scale L2-loss Linear Support Vector Machines

2008 • 237 citations

Efficient Match Kernel between Sets of Features for Visual Recognition

2009 • 216 citations

Max-margin additive classifiers for detection

2009 • 154 citations

Large-scale image categorization with explicit data embedding

2010 • 152 citations

The Effect of the Input Density Distribution on Kernel-based Classifiers

2000 • 144 citations

Hilbertian Metrics and Positive Definite Kernels on Probability Measures

2005 • 139 citations

Efficient Learning using Forward-Backward Splitting

2009 • 85 citations

Implicit color segmentation features for pedestrian and object detection

2009 • 76 citations

Generalized RBF feature maps for Efficient Detection

2010 • 74 citations

Random Fourier Approximations for Skewed Multiplicative Histogram Kernels

2010 • 65 citations

Deleted Work

1955 • 0 citations