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Interferences in match kernels

Abstract:

We consider the design of an image representation that embeds and aggregates a set of local descriptors into a single vector. Popular representations of this kind include the bag-of-visual-words, the Fisher vector and the VLAD. When two such image representations are compared with the dot-product, the image-to-image similarity can be interpreted as a match kernel. In match kernels, one has to deal with interference, i.e., with the fact that even if two descriptors are unrelated, their matchin...

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Publication status:
Published
Peer review status:
Peer reviewed
Version:
Accepted Manuscript

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Publisher copy:
10.1109/tpami.2016.2615621

Authors


Perronnin, F More by this author
More by this author
Institution:
University of Oxford
Division:
MPLS Division
Department:
Engineering Science
Oxford college:
Brasenose College
ORCID:
0000-0002-8945-8573
Publisher:
Institute of Electrical and Electronics Engineers Publisher's website
Journal:
IEEE Transactions on Pattern Analysis and Machine Intelligence Journal website
Volume:
39
Issue:
9
Pages:
1797-1810
Publication date:
2016-10-06
Acceptance date:
2016-08-09
DOI:
EISSN:
1939-3539
ISSN:
0162-8828
Pubs id:
pubs:724632
URN:
uri:dfbe31ff-1e0e-480b-8b13-ffa6a49023b6
UUID:
uuid:dfbe31ff-1e0e-480b-8b13-ffa6a49023b6
Local pid:
pubs:724632

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