2003 · 46 citations · 4 references
ComputingComputer ScienceComputer GraphicsComputer VisionMachine VisionMotion AnalysisMotion EstimationObject RecognitionScene ReconstructionScene UnderstandingTrajectory AnalysisMotion Feature DetectionObject Motion AnalysisObject Motion ModelingScale-space RepresentationScale-space TheoryScene Structure Analysis
Conventional approaches to dynamic scene analysis do not use motion itself explicitly for recognition. The authors propose a different approach for the use of motion in a computer vision system which uses the motion characteristics of moving objects without actually recovering the structure. In this approach, the extended trajectories followed by the objects are considered. It is argued that in many cases, where an object has a fixed and predefined motion, the trajectory of several points may serve to uniquely identify the object. In this approach, the trajectories are analyzed at multiple scales to identify important events corresponding to discontinuities in direction, speed, and acceleration using scale space. These important events are recorded in a presentation called trajectory primal sketch. Experimental results are presented graphically, demonstrating the potential value of this approach.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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Scale-space filtering: A new approach to multi-scale description
Andrew Witkin · 2005 · 1.1K citations
Pulse and staircase edge models
Mubarak Shah, Arun Sood, Ramesh Jain · Computer Vision Graphics and Image Processing · 1986 · 46 citations