Semantic abstractions in the multimedia domain

被引:9
|
作者
Megalou, E
Hadzilacos, T
机构
[1] Comp Technol Inst, GR-26221 Patras, Greece
[2] Univ Patras, Dept Comp Engn & Informat, GR-26500 Patras, Greece
[3] Inst Comp Technol, Athina, Greece
关键词
multimedia data model; semantic modeling; abstraction; semantic multimedia abstraction; spatio-temporal retrieval; multimedia query language; presentational unit;
D O I
10.1109/TKDE.2003.1161587
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Information searching by exactly matching content is traditionally a strong point of machine searching; this is not, however, how human memory works and is rarely satisfactory for advanced retrieval tasks in any domain-multimedia in particular, where the presentational aspects can be equally important to the semantic information content, A combined abstraction of the conceptual and presentational characteristics of multimedia applications, leading on the one hand to their conceptual structure (with classic semantics of the real-world modeled by entities, relationships, and attributes) and on the other to the presentational structure (including media type, logical structure, temporal synchronization, spatial (on the screen) "synchronization" and interactive behavior) is developed in this paper. Multimedia applications are construed as consisting of "Presentational Units:" elementary (a media object with play duration and screen position), and composite (recursive structures of PUs in the temporal, spatial, and logical dimensions). The fundamental concept introduced is that of Semantic Multimedia Abstractions (SMA): qualitative abstract descriptions of multimedia applications in terms of their conceptual and presentational properties at an adjustable level of abstraction, SMAs, which could be viewed as metadata, form an abstract space to be queried. A detailed study of possible abstractions (from multimedia applications to SMAS and SMA-to-SMA), a definition and query language for Semantic Multimedia Abstractions (SMA-L) and the corresponding SMA model (equivalent to extended OMT), as well as an implementation of a system capable of wrapping the presentational structure of XML-based documents complete this work, whose contribution lays in the classically fruitful boundary between Al, software engineering, and database research.
引用
收藏
页码:136 / 160
页数:25
相关论文
共 50 条
  • [21] Semantic retrieval of multimedia
    Androutsos, D
    Guan, L
    Venetsanopoulos, AN
    IEEE SIGNAL PROCESSING MAGAZINE, 2006, 23 (02) : 14 - 16
  • [22] Question Answering as Global Reasoning over Semantic Abstractions
    Khashabi, Daniel
    Khot, Tushar
    Sabharwal, Ashish
    Roth, Dan
    THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2018, : 1905 - 1914
  • [23] Semantic Exploration from Language Abstractions and Pretrained Representations
    Tam, Allison C.
    Rabinowitz, Neil C.
    Lampinen, Andrew K.
    Roy, Nicholas A.
    Chan, Stephanie C. Y.
    Strouse, D. J.
    Wang, Jane X.
    Banino, Andrea
    Hill, Felix
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 35 (NEURIPS 2022), 2022,
  • [24] Ontology design patterns and semantic abstractions in ontology integration
    Bennett, Mike
    APPLIED ONTOLOGY, 2017, 12 (3-4) : 341 - 349
  • [25] Media construction formalism specifying abstractions for multimedia scenario design
    Nanard, J.
    Nanard, M.
    King, P.
    New Review of Hypermedia and Multimedia, 2000, 6 : 47 - 87
  • [26] Unifying Syntactic and Semantic Abstractions for Deep Neural Networks
    Siddiqui, Sanaa
    Mukhopadhyay, Diganta
    Afzal, Mohammad
    Karmarkar, Hrishikesh
    Madhukar, Kumar
    FORMAL METHODS FOR INDUSTRIAL CRITICAL SYSTEMS, FMICS 2024, 2024, 14952 : 201 - 219
  • [27] Empirical studies of multimedia semantic models for multimedia presentations
    Chen, SC
    Kashyap, RL
    INTERNATIONAL SOCIETY FOR COMPUTERS AND THEIR APPLICATIONS 13TH INTERNATIONAL CONFERENCE ON COMPUTERS AND THEIR APPLICATIONS, 1998, : 226 - 229
  • [28] Semantic adaptation of multimedia content
    Zufferey, Michael
    Kosch, Harald
    PROCEEDINGS ELMAR-2006, 2006, : 319 - +
  • [29] Semantic indexing of multimedia documents
    Leonardi, R
    Migliorati, P
    IEEE MULTIMEDIA, 2002, 9 (02) : 44 - 51
  • [30] MULTIMEDIA CONTENT AND THE SEMANTIC WEB
    Leal, Carlos
    CATALOGING & CLASSIFICATION QUARTERLY, 2007, 43 (3-4) : 237 - 239