DocumentCode
398625
Title
Interactive search fusion methods for video database retrieval
Author
Smith, John R. ; Jaimes, Alejandro ; Lin, Ching-Yung ; Naphade, Milind ; Natsev, Apostol ; Tseng, Belle
Author_Institution
IBM Thomas J. Watson Res. Center, Hawthorne, NY, USA
Volume
1
fYear
2003
fDate
14-17 Sept. 2003
Abstract
In this paper, we investigate a new method for video database retrieval using interactive search fusion. Recent video analysis techniques have enabled the extraction of a variety of descriptors of features, concepts, clusters, classification results, speech and textual terms, MPEG-7 metadata, and so on. However, given an information need users are faced with a daunting task of trying to formulate queries over these multiple disparate data sources in order to retrieve the desired video content. In this paper, we explore a novel approach based on search fusion in which the user interactively builds a query by sequentially choosing among the descriptors and data sources and by selecting from various combining and score aggregation functions to fuse results of individual searches. For example, the system allows building of queries such as "retrieve video clips that have color of beach scenes, the detection of sky, and detection of water". In this paper we present the search fusion method and evaluate the performance on a large video database.
Keywords
content-based retrieval; database indexing; feature extraction; image classification; image retrieval; meta data; multimedia databases; query formulation; speech processing; video databases; MPEG; content-based retrieval; data source; feature extraction; image classification; image database; interactive search fusion method; metadata; multimedia indexing; query formulation; score aggregation function; speech analysis; textual term; video analysis technique; video cluster; video content; video database retrieval; Content based retrieval; Data mining; Databases; Indexing; Information retrieval; Layout; MPEG 7 Standard; Milling machines; Rivers; Speech analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-7750-8
Type
conf
DOI
10.1109/ICIP.2003.1247068
Filename
1247068
Link To Document