Integrating Visual Classifier Ensemble with Term Extraction for Automatic Image Annotation

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Integrating Visual Classifier Ensemble with Term Extraction for Automatic Image Annotation
Authors
Yinjie Lei
Wilson Wong
Mohammed Bennamoun
Wei Liang Liu
Publication date
2011
ISBN
978-142448755-4
DOI
10.1109/ICIEA.2011.5975913
Links

Integrating Visual Classifier Ensemble with Term Extraction for Automatic Image Annotation - scientific work about Wikipedia quality published in 2011, written by Yinjie Lei, Wilson Wong, Mohammed Bennamoun and Wei Liang Liu.

Overview

Existing Automatic Image Annotation (AIA) systems are typically developed, trained and tested using high quality, manually labelled images. The tremendous manual efforts required with an untested ability to scale and tolerate noise all have an impact on existing systems' applicability to real-world data. In this paper, authors propose a novel AIA system which harnesses the collective intelligence on the Web to automatically construct training data to work with an ensemble of Support Vector Machine (SVM) classifiers based on Multi-Instance Learning (MIL) and global features. An evaluation of the proposed annotation approach using an automatically constructed training set from Wikipedia demonstrates a slight improvement of in annotation accuracy in comparison with two existing systems.

Embed

Wikipedia Quality

Lei, Yinjie; Wong, Wilson; Bennamoun, Mohammed; Liu, Wei Liang. (2011). "[[Integrating Visual Classifier Ensemble with Term Extraction for Automatic Image Annotation]]". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 6897 LNCS, 2011, pp. 214-225. ISBN: 978-142448755-4. DOI: 10.1109/ICIEA.2011.5975913.

English Wikipedia

{{cite journal |last1=Lei |first1=Yinjie |last2=Wong |first2=Wilson |last3=Bennamoun |first3=Mohammed |last4=Liu |first4=Wei Liang |title=Integrating Visual Classifier Ensemble with Term Extraction for Automatic Image Annotation |date=2011 |isbn=978-142448755-4 |doi=10.1109/ICIEA.2011.5975913 |url=https://wikipediaquality.com/wiki/Integrating_Visual_Classifier_Ensemble_with_Term_Extraction_for_Automatic_Image_Annotation |journal=Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 6897 LNCS, 2011, pp. 214-225}}

HTML

Lei, Yinjie; Wong, Wilson; Bennamoun, Mohammed; Liu, Wei Liang. (2011). &quot;<a href="https://wikipediaquality.com/wiki/Integrating_Visual_Classifier_Ensemble_with_Term_Extraction_for_Automatic_Image_Annotation">Integrating Visual Classifier Ensemble with Term Extraction for Automatic Image Annotation</a>&quot;. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Volume 6897 LNCS, 2011, pp. 214-225. ISBN: 978-142448755-4. DOI: 10.1109/ICIEA.2011.5975913.