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Scene classification using a hybrid generative/discriminative approach.

Abstract:

We investigate whether dimensionality reduction using a latent generative model is beneficial for the task of weakly supervised scene classification. In detail we are given a set of labelled images of scenes (e.g. coast, forest, city, river, etc) and our objective is to classify a new image into one of these categories. Our approach consists of first discovering latent "topics" using probabilistic Latent Semantic Analysis (pLSA), a generative model from the statistical text literature here ap...

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Publication status:
Published

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Publisher copy:
10.1109/tpami.2007.70716

Authors


Zisserman, A More by this author
Journal:
IEEE transactions on pattern analysis and machine intelligence
Volume:
30
Issue:
4
Pages:
712-727
Publication date:
2008-04-05
DOI:
EISSN:
1939-3539
ISSN:
0162-8828
URN:
uuid:72b54323-f298-4c4b-930c-3d43c04faea2
Source identifiers:
62156
Local pid:
pubs:62156

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