9 February 2012 Searching through photographic databases with QuickLook
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Abstract
We present here the results obtained by including a new image descriptor, that we called prosemantic feature vector, within the framework of QuickLook2 image retrieval system. By coupling the prosemantic features and the relevance feedback mechanism provided by QuickLook2, the user can move in a more rapid and precise way through the feature space toward the intended goal. The prosemantic features are obtained by a two-step feature extraction process. At the first step, low level features related to image structure and color distribution are extracted from the images. At the second step, these features are used as input to a bank of classifiers, each one trained to recognize a given semantic category, to produce score vectors. We evaluated the efficacy of the prosemantic features under search tasks on a dataset provided by Fratelli Alinari Photo Archive.
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Gianluigi Ciocca, Gianluigi Ciocca, Claudio Cusano, Claudio Cusano, Raimondo Schettini, Raimondo Schettini, Simone Santini, Simone Santini, Andrea De Polo, Andrea De Polo, Francesca Tavanti, Francesca Tavanti, } "Searching through photographic databases with QuickLook", Proc. SPIE 8304, Multimedia on Mobile Devices 2012; and Multimedia Content Access: Algorithms and Systems VI, 83040V (9 February 2012); doi: 10.1117/12.911976; https://doi.org/10.1117/12.911976
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