Title :
Multimedia Reasoning with f-SHIN
Author :
Simou, N. ; Athanasiadis, Th ; Tzouvaras, V. ; Kollias, S.
Author_Institution :
Nat. Tech. Univ. of Athens, Athens
Abstract :
Effective management and exploitation of multimedia documents requires extraction of the underlying semantics. Multimedia analysis algorithms can produce fairly rich but imprecise information about a multimedia document. In this paper, a multimedia reasoning architecture is presented using the fuzzy extension of expressive SHIN, f-SHIN. First a segmentation algorithm generates a set of over-segmented regions and a classification process is employed to assign those regions with semantic labels. A semantic-based refinement of the segmentation is follows and this information initializes the ABox of a fuzzy-knowledge that is used for multimedia reasoning. The proposed approach was tested on outdoor domain and shows promising results.
Keywords :
inference mechanisms; multimedia computing; ABox; f-SHIN; fuzzy knowledge; multimedia analysis algorithms; multimedia reasoning; semantic-based refinement; Algorithm design and analysis; Data mining; Engines; Fuzzy reasoning; Humans; Image segmentation; Multimedia systems; Standards development; Support vector machine classification; Support vector machines;
Conference_Titel :
Semantic Media Adaptation and Personalization, Second International Workshop on
Conference_Location :
Uxbridge
Print_ISBN :
0-7695-3040-0
DOI :
10.1109/SMAP.2007.40