Motion recovery for video content classification
- 1 October 1995
- journal article
- Published by Association for Computing Machinery (ACM) in ACM Transactions on Information Systems
- Vol. 13 (4) , 408-439
- https://doi.org/10.1145/211430.211433
Abstract
Like other types of digital information, video sequences must be classified based on the semantics of their contents. A more-precise and completer extraction of semantic information will result in a more-effective classification. The most-discernible difference between still images and moving pictures stems from movements and variations. Thus, to go from the realm of still-image repositories to video databases, we must be able to deal with motion. Particularly, we need the ability to classify objects appearing in a video sequence based on their characteristics and features such as shape or color, as well as their movements. By describing the movements that we derive from the process of motion analysis, we introduce a dual hierarchy consisting of spatial and temporal parts for video sequence representation. This gives us the flexibility to examine arbitrary sequences of frames at various levels of abstraction and to retrieve the associated temporal information (say, object trajectories) in addition to the spatial representation. Our algorithm for motion detection uses the motion compensation component of the MPEG video-encoding scheme and then computes trajectories for objects of interest. The specification of a language for retrieval of video based on the spatial as well as motion characteristics is presented.Keywords
This publication has 14 references indexed in Scilit:
- Retrieval and delivery of information in multimedia database systemsInformation and Software Technology, 1994
- Rx for semantic video database retrievalPublished by Association for Computing Machinery (ACM) ,1994
- Content-based browsing of video sequencesPublished by Association for Computing Machinery (ACM) ,1994
- Digital video segmentationPublished by Association for Computing Machinery (ACM) ,1994
- Multimedia information systemsIEEE MultiMedia, 1994
- Vision processor system for moving-object analysisMachine Vision and Applications, 1993
- A digital on-demand video service supporting content-based queriesPublished by Association for Computing Machinery (ACM) ,1993
- MPEGCommunications of the ACM, 1991
- Visual language and software development environment for image processingInternational Journal of Imaging Systems and Technology, 1990
- Spatio-temporal differentiation and integration in visual motion perceptionPsychological Research, 1976