visual query processing for efficient image retrieval using a som-based filter-refinement scheme
DESCRIPTION
Visual query processing for efficient image retrieval using a SOM-based filter-refinement scheme. Presenter : JHOU, YU-LIANG Authors : Zhiwen Yu, Hau -San Wong, Jane You, Guoqiang Han 2012,Information Sciences. Outlines. Motivation Objectives Methodology - PowerPoint PPT PresentationTRANSCRIPT
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Intelligent Database Systems Lab
Presenter : JHOU, YU-LIANG
Authors : ZHIWEN YU, HAU-SAN WONG,
JANE YOU, GUOQIANG HAN
2012,Information Sciences
Visual query processing for efficient image retrieval using
a SOM-based filter-refinement scheme
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Intelligent Database Systems Lab
OutlinesMotivationObjectivesMethodologyExperimentsConclusionsComments
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Intelligent Database Systems Lab
Motivation• Content-based image retrieval is one of the
most effective ways of retrieving visual data.
• However, When a large number of pictures
the relevance feedback process is a tedious
and time consuming and requires high
computational cost.
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Intelligent Database Systems Lab
Objectives• To make the query process more robust.
• To make image retrieval more intuitive and effective.
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Intelligent Database Systems Lab
Methodology-Framework
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Intelligent Database Systems Lab
Methodologylocal membership function
(i) the neuron is in a d-level local neighborhood(ii) the distance between the weight vector of the neuron and the input vector is not greater than the s-th smallest distance among all the distances between the input vector and the weight vectors of the neurons in the neighborhood
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Intelligent Database Systems Lab
MethodologyHierarchical tree
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Intelligent Database Systems Lab
MethodologyCandidate retrieval
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Intelligent Database Systems Lab
MethodologyVisualizing query processing
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Intelligent Database Systems Lab
MethodologyVisualizing query processing
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Intelligent Database Systems Lab
Experiments- dataset
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Intelligent Database Systems Lab
Experimental setting
(ii) the feature vectors of the query images are randomly distributed is denoted as AVAC (r)
(i) the feature vectors of the query images are identical distributed is denoted as AVAC (i)
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Intelligent Database Systems Lab
Experiments
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Intelligent Database Systems Lab
Experiments
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Intelligent Database Systems Lab
Experiments
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Intelligent Database Systems Lab
Conclusions• We adopt our new approach can improve the
accuracy and efficiency of the process.
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Intelligent Database Systems Lab
Comments• Advantages More accuracy and efficiency .Applications-Self organizing map -Image retrieval