An Ensemble Of Deep Support Vector Machines For Image Categorization

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An Ensemble of Deep Support Vector Machines for Image ...

    https://www.ai.rug.nl/~mwiering/GROUP/ARTICLES/ensemble-deep-svm.pdf
    Keywords-Image categorization, support vector machines, ensemble methods, product rule, deep architectures I. INTRODUCTION MACHINE VISION is a subfield of artificial intelli-gence that focuses on extracting useful information from images. During the last decade a large number of novel algorithms have been described for image recogni-

An Ensemble of Deep Support Vector Machines for Image ...

    https://www.researchgate.net/publication/228340984_An_Ensemble_of_Deep_Support_Vector_Machines_for_Image_Categorization
    This paper presents the deep support vector ma-chine (D-SVM) inspired by the increasing popularity of deep belief networks for image recognition. Our deep SVM trains an SVM in the standard way and ...

An Ensemble of Deep Support Vector Machines for Image ...

    http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.592.7094
    CiteSeerX - Document Details (Isaac Councill, Lee Giles, Pradeep Teregowda): Abstract—This paper presents the deep support vector ma-chine (D-SVM) inspired by the increasing popularity of deep belief networks for image recognition. Our deep SVM trains an SVM in the standard way and then uses the kernel activations of support vectors as inputs for training another SVM at the next layer.

An ensemble of deep support vector machines for image ...

    https://www.academia.edu/2739798/An_ensemble_of_deep_support_vector_machines_for_image_categorization
    Abstract This paper presents the deep support vector machine (D-SVM) inspired by the increasing popularity of deep belief networks for image recognition. Our deep SVM trains an SVM in the standard way and then uses the kernel activations of support

An Ensemble of Deep Support Vector Machines for Image ...

    https://ieeexplore.ieee.org/document/5370984/
    An Ensemble of Deep Support Vector Machines for Image Categorization Abstract: This paper presents the deep support vector machine (D-SVM) inspired by the increasing popularity of deep belief networks for image recognition. Our deep SVM trains an SVM in the standard way and then uses the kernel activations of support vectors as inputs for ...

When Ensemble Learning Meets Deep Learning: a New Deep ...

    https://www.sciencedirect.com/science/article/pii/S0950705116301605
    1. Introduction. For the classification problem, the performance of learning algorithms extremely depends on the nature of data representation .In 2006, Geoff Hinton reported a significant breakthrough in the feature extraction, and firstly proposed the concept of “Deep Learning (DL)” , .After then, DL has generated considerable recent research interest in various fields , , , .Cited by: 19

An Ensemble of Deep Support Vector Machines for Image ...

    http://yadda.icm.edu.pl/yadda/element/bwmeta1.element.ieee-000005370984
    An Ensemble of Deep Support Vector Machines for Image Categorization ... image recognition machine vision deep support vector machines image categorization deep belief networks image recognition kernel activations Caltech object database Corel dataset ... 2009 International Conference of Soft Computing and Pattern Recognition ...

An Ensemble of Deep Support Vector Machines for Image ...

    https://core.ac.uk/display/102023766
    Abstract—This paper presents the deep support vector ma-chine (D-SVM) inspired by the increasing popularity of deep belief networks for image recognition. Our deep SVM trains an SVM in the standard way and then uses the kernel activations of support vectors …

When Ensemble Learning Meets Deep Learning: a New Deep ...

    https://www.deepdyve.com/lp/elsevier/when-ensemble-learning-meets-deep-learning-a-new-deep-support-vector-yvX0UYnvqC
    Sep 01, 2016 · Read "When Ensemble Learning Meets Deep Learning: a New Deep Support Vector Machine for Classification, Knowledge-Based Systems" on DeepDyve, the largest online rental service for scholarly research with thousands of academic publications available at your fingertips.

An Ensemble of Deep Support Vector Machines for Image ...

    https://www.narcis.nl/publication/RecordID/oai%3Apure.rug.nl%3Apublications%2Fb720f8ab-ab4c-4627-95cb-566c757c43e0
    This paper presents the deep support vector machine (D-SVM) inspired by the increasing popularity of deep belief networks for image recognition. Our deep SVM trains an SVM in the standard way and then uses the kernel activations of support vectors as inputs for training another SVM at the next layer.Cited by: 24



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