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Issue No.08 - August (2001 vol.23)
pp: 873-889
ABSTRACT
<p><b>Abstract</b>—We present a system which takes as input a video stream obtained from an airborne moving platform and produces an analysis of the behavior of the moving objects in the scene. To achieve this functionality, our system relies on two modular blocks. The first one detects and tracks moving regions in the sequence. It uses a set of features at multiple scales to stabilize the image sequence, that is, to compensate for the motion of the observe, then extracts regions with residual motion and uses an attribute graph representation to infer their trajectories. The second module takes as input these trajectories, together with user-provided information in the form of geospatial context and goal context to instantiate likely scenarios. We present details of the system, together with results on a number of real video sequences and also provide a quantitative analysis of the results.</p>
INDEX TERMS
Detection and tracking of moving objects, egomotion estimation, affine stabilization, mosaics, graph representation of objects trajectories, event analysis, geospatial and mission contexts, scenario recognition, finite automaton.
CITATION
Gérard Medioni, Isaac Cohen, François Brémond, Somboon Hongeng, Ramakant Nevatia, "Event Detection and Analysis from Video Streams", IEEE Transactions on Pattern Analysis & Machine Intelligence, vol.23, no. 8, pp. 873-889, August 2001, doi:10.1109/34.946990
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