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Abstract: To bridge the semantic gap in content-based image retrieval, detecting meaningful visual entities (e.g. faces, sky, foliage, buildings etc) in image content and classifying images into semantic categories based on trained pattern classifiers have become active research trends. In this paper, we present dual cascading learning frameworks that extract and combine intra-image and inter-class semantics for image indexing and retrieval. In the supervised learning version, support vector detectors... (Update)
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BibTeX entry: (Update)
@misc{ lim-using,
author = "Joo-Hwee Lim and Jesse S. Jin",
title = "Using Dual Cascading Learning Frameworks for Image Indexing",
url = "citeseer.ist.psu.edu/lim04using.html" }
Citations (may not include all citations):1662 Neural Networks for Pattern Recognition (context) - Bishop - 1995
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268 Making large-scale SVM learning practical - Joachims - 1999
220 Texture features for browsing and retrieval of image data (context) - Manjunath, Ma - 1996
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58 Unsupervised learning of models for recognition - Weber, Welling et al. - 2000
50 Learning the semantics of words and pictures - Barnard, Forsyth - 2001
50 Object class recognition by unsupervised scale-invariant lea.. - Fergus, Perona et al. - 2003
48 Object recognition as machine translation: learning a lexico.. - Duygulu - 2002
35 Indoor-outdoor image classification - Szummer, Picard - 1998
29 Constructing models for contentbased image retrieval - Schmid - 2001
20 Automatic linguistic indexing of pictures by a statistical m.. - Li, Wang - 2003
17 DiscriminantEM algorithm with application to image retrieval - Wu, Tian et al. - 2000
11 Content-based image retrieval using semantic visual categori.. - Town, Sinclair - 2000
8 A factor graph framework for semantic video indexing (context) - Naphade, Kozintsev et al. - 2002
6 Minimally supervised acquisition of 3D recognition models fr.. - Selinger, Nelson - 2001
5 Content-based retrieval from medical image databases: A syne.. - Brodley - 1999
5 Building visual vocabulary for image indexation and query fo.. (context) - Lim - 2001
5 Semantic based image retrieval: a probabilistic approach (context) - Bradshaw - 2000
3 browsing and retrieval in medical image databases (context) - Mojsilovic, Gomes et al. - 2002
3 Bayesian framework for hierarchical semantic classification .. (context) - Vailaya - 2001
2 Explicit query formulation with visual keywords (context) - Lim
1 Linking images and keywords for semantics-based image retrie.. (context) - Kutics - 2003
1 ects of segmentation of feature choices in a translation mod.. (context) - Barnard - 2003
1 Learning consumer photo categories for semantic retrieval Pr.. (context) - Lim, Jin - 2003
1 Home photo indexing using learned visual keywords (context) - Lim, Jin
1 Configuration base scene classification and image indexing (context) - Lipson, Grimson et al. - 1997
1 Bootstrapping SVM active learning by incorporating unlabelle.. - Wang, Chan et al. - 2003
1 A framework for moderate vocabulary semantic visual concept .. (context) - Naphade - 2003
1 Machine Learning Research (context) - Barnard, words - 2003
1 Home photo content modeling for personalized event-based ret.. (context) - Lim, Tian et al.
1 Support regions and images for photo event retrieval (context) - Lim, Jin - 2003
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