A Video Metadata Model supporting Personalization & Recommendation in Video-based Services

In this paper, we propose an MPEG-7 based video metadata model that supports personalization and recommendation in video-based services. This is achieved through the provision of adequate video retrieval support that includes video retrieval based on video content, video structure and/or video attributes, as well as video retrieval based on the relationships within videos, among videos and between videos and real world objects. Our video metadata model is structured in two layers: In the first layer, we define a set of core classes appropriate for the description of any video type. In the second layer, we define additional sets of classes, one for the detailed description of each video type. We focus here on the detailed description of the first layer of our model, while we stress, through a set of examples, the necessity of the second layer.

[1]  Duane Szafron,et al.  Modeling of moving objects in a video database , 1997, Proceedings of IEEE International Conference on Multimedia Computing and Systems.

[2]  Rangasami L. Kashyap,et al.  Models for motion-based video indexing and retrieval , 2000, IEEE Trans. Image Process..

[3]  John A. Kunze,et al.  Dublin Core Metadata for Resource Discovery , 1998, RFC.

[4]  Marlon Dumas,et al.  Orthogonally modeling video structuration and annotation: exploiting the concept of granularity , 2000 .

[5]  Arif Ghafoor,et al.  Semantic Modeling and Knowledge Representation in Multimedia Databases , 1999, IEEE Trans. Knowl. Data Eng..

[6]  Boon-Lock Yeo,et al.  Retrieving and visualizing video , 1997, CACM.

[7]  Mohand-Said Hacid,et al.  A Database Approach for Modeling and Querying Video Data , 2000, IEEE Trans. Knowl. Data Eng..

[8]  A. Murat Tekalp,et al.  Video indexing through integration of syntactic and semantic features , 1996, Proceedings Third IEEE Workshop on Applications of Computer Vision. WACV'96.

[9]  William I. Grosky,et al.  Managing multimedia information in database systems , 1997, CACM.

[10]  Arvind Malhotra,et al.  Xml schema part 2: datatypes , 1999 .

[11]  Chrisa Tsinaraki,et al.  Towards a two-layered video metadata model , 2001, 12th International Workshop on Database and Expert Systems Applications.

[12]  LI JOHNZ. STARS: A SPATIAL ATTRIBUTES RETRIEVAL SYSTEM FOR IMAGES AND VIDEOS , 1997 .