Semantic modeling and knowledge representation in multimedia databases

被引：55

作者：

Al-Khatib, W

Day, YF

Ghafoor, A

Berra, PB

机构：

[1] Purdue Univ, Sch Elect & Comp Engn, W Lafayette, IN 47907 USA

[2] Siemens Corp Res, Multimedia Documentat Program, Princeton, NJ 08540 USA

[3] Wright State Univ, Dept Comp Sci & Engn, Dayton, OH 45435 USA

来源：

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING | 1999年 / 11卷 / 01期

基金：

美国国家科学基金会;

关键词：

multimedia data modeling; multimedia document modeling; semantic modeling; knowledge representation; content-based retrieval; image databases; video databases; video indexing; query formulation; query processing;

D O I：

10.1109/69.755616

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we present the current state of the art in semantic data modeling of multimedia data. Semantic conceptualization can be performed at several levels of information granularity, leading to multilevel indexing and searching mechanisms. Various models at different levels of granularity are compared. At the finest level of granularity, multimedia data can be indexed based on image contents, such as identification of objects and faces. At a coarser level of granularity, indexing of multimedia data can be focused on events and episodes, which are higher level abstractions. In light of the above, we also examine modeling and indexing techniques of multimedia documents.

引用

页码：64 / 80

页数：17

共 47 条

[1]

ABELLA A, 1993, PROCEEDINGS OF THE ELEVENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, P536

[2]

ALATAN AA, 1997, P IEEE ICIP 97 OCT, V2, P522

[3] MAINTAINING KNOWLEDGE ABOUT TEMPORAL INTERVALS [J].

ALLEN, JF .

COMMUNICATIONS OF THE ACM, 1983, 26 (11) :832-843

[4] HETEROGENEOUS MULTIMEDIA REASONING [J].

BRINK, A ;

MARCUS, S ;

SUBRAHMANIAN, VS .

COMPUTER, 1995, 28 (09) :33-39

[5] ICONIC INDEXING BY 2-D STRINGS [J].

CHANG, SK ;

SHI, QY ;

YAN, CW .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (03) :413-428

[6] HUMAN AND MACHINE RECOGNITION OF FACES - A SURVEY [J].

CHELLAPPA, R ;

WILSON, CL ;

SIROHEY, S .

PROCEEDINGS OF THE IEEE, 1995, 83 (05) :705-740

[7] ViBE: A new paradigm for video database browsing and search [J].

Chen, JY ;

Taskiran, C ;

Delp, EJ ;

Bouman, CA .

IEEE WORKSHOP ON CONTENT-BASED ACCESS OF IMAGE AND VIDEO LIBRARIES - PROCEEDINGS, 1998, :96-100

[8] Knowledge-based image retrieval with spatial and temporal constructs [J].

Chu, WW ;

Hsu, CC ;

Cárdenas, AF ;

Taira, RK .

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 1998, 10 (06) :872-888

[9]

DAGTAS S, 1998, 9813 TRECE PURD U

[10]

Day Y. F., 1995, Proceedings of the International Conference on Multimedia Computing and Systems (Cat. No.95TH8066), P98, DOI 10.1109/MMCS.1995.484913

← 1 2 3 4 5 →