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Abstract: In this thesis, we develop and test an approach to retrieving images from an image database based on content similarity. First, each picture is divided into many overlapping regions. For each region, the sub-picture is filtered and converted into a feature vector. In this way, each picture is represented by a number of di#erent feature vectors. The user selects positive and negative image examples to train the system. During the training, a multiple-instance learning method known as the ... (Update)
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BibTeX entry: (Update)
C. Yang and T. Lozano-Perez, "Image Database Retrieval with Multiple-Instance Learning Techniques", Proc. International Conference on Data Engineering, 2000, pp. 233-243. http://citeseer.ist.psu.edu/yang00image.html More
@inproceedings{ yang00image,
author = "Cheng Yang and Tomas Lozano-Perez",
title = "Image Database Retrieval with Multiple-Instance Learning Techniques",
booktitle = "{ICDE}",
pages = "233-243",
year = "2000",
url = "citeseer.ist.psu.edu/yang00image.html" }
Citations (may not include all citations):983 the Art of Scientific Computing (context) - Press, Teukolsky et al. - 1992
976 Machine Learning (context) - Mitchell - 1997
643 Query by image and video content: the QBIC system (context) - Flickner, Sawhney et al. - 1995
354 Digital Picture Processing (context) - Rosenfeld, Kak - 1982
112 Machine Vision (context) - Jain, Kasturi et al. - 1995
79 Solving the multipleinstance problem with axis-parallel rect.. - Dietterich, Lathrop et al. - 1997
48 Similar-shape retrieval in shape data management (context) - Mehrotra, Gary - 1995
39 Generating Iterates Satisfying All Inequality Constraints (context) - Lawrence, Zhou et al. - 1997
35 Multiple-instance learning for natural scene classification - Maron, Ratan - 1998
27 A framework for multiple-instance learning - Maron, Lozano-Perez - 1998
12 Index-based object recognition in pictorial data management (context) - Grosky, Mehrotra - 1990
10 Massachusetts Institute of Technology (context) - Maron, Ambiguity et al. - 1998
9 Context and Configuration Based Scene Classification (context) - Lipson - 1996
9 Context and configuration based scene classification (context) - Lipson, Grimson et al. - 1997
8 Structure driven image database retrieval - De Bonet, Viola - 1997
5 Scale-space matching and image retrieval (context) - Ravela, Manmatha et al. - 1996
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