Integrating Visual Classifier Ensemble with Term Extraction for Automatic Image Annotation
Authors | Yinjie Lei Wilson Wong Mohammed Bennamoun Wei Liang Liu |
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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.
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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). "<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>". 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.