Visual category recognition using Spectral Regression and Kernel Discriminant Analysis

Distinctive Image Features from Scale-Invariant Keypoints

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Introduction to Statistical Pattern Recognition

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

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A performance evaluation of local descriptors

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

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On combining classifiers

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Visual categorization with bags of keypoints

2004 • 4,232 citations

One-shot learning of object categories

2006 • 2,897 citations

Fisher discriminant analysis with kernels

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Learning the Kernel Matrix with Semidefinite Programming

2004 • 2,032 citations

Local Features and Kernels for Classification of Texture and Object Categories: A Comprehensive Study

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Generalized Discriminant Analysis Using a Kernel Approach

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Evaluation campaigns and TRECVid

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Large Scale Multiple Kernel Learning

2006 • 1,249 citations

The challenge problem for automated detection of 101 semantic concepts in multimedia

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Kernel Codebooks for Scene Categorization

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Generic object recognition with boosting

2006 • 377 citations

Generalizing discriminant analysis using the generalized singular value decomposition

2004 • 358 citations

Spectral Regression for Efficient Regularized Subspace Learning

2007 • 349 citations

The Pyramid Match Kernel: Efficient Learning with Sets of Features

2007 • 317 citations

Evaluation of color descriptors for object and scene recognition

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The Pyramid Match Kernel: Efficient Learning with Sets of Features

2007 • 169 citations

Optimal kernel selection in Kernel Fisher discriminant analysis

2006 • 147 citations

Learning Object Representations for Visual Object Class Recognition

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A comparison of color features for visual concept classification

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An Improved Training Algorithm for Kernel Fisher Discriminants

2001 • 73 citations

Efficient Kernel Discriminant Analysis via QR Decomposition

2004 • 50 citations

Boosting image classification with LDA-based feature combination for digital photograph management

2005 • 50 citations