ClassifierPipeline » History » Version 1

J. Moringen, 08/30/2012 04:01 PM
initial version

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h1. Classifier Pipeline
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h2. Structuring Ideas
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* Data-flow layer + control layer 
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** E.g. central controller manages component states according to some protocol/rules
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* Alternative: Subgraph lifecycles
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** E.g. learning subgraph between data buffer and learner)
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h2. Training
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* Sequential processing: data source, keypoint, descriptor, feature
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* Processing Strategies (in CCA speech)
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** First possibility
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*** As fast as possible
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*** Flow control is necessary
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*** Usually, all inputs are processed
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** Second possibility
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*** "Live" data source (i.e. camera)
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* Multiple phases
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** Collection
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** Actual training
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** Model is transmitted from learner to classifier
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h2. Classification
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* Static, linear data flow: source, keypoint, descriptor, feature, classifier
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* No buffering/persistence required