Detecting salient motion by accumulating directionally-consistent flow

Motion detection can play an important role in many vision tasks. Yet image motion can arise from "uninteresting" events as well as interesting ones. In this paper, salient motion is defined as motion that is likely to result from a typical surveillance target (e.g., a person or vehicle tr...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence 2000-08, Vol.22 (8), p.774-780
1. Verfasser: Wixson, L.
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description Motion detection can play an important role in many vision tasks. Yet image motion can arise from "uninteresting" events as well as interesting ones. In this paper, salient motion is defined as motion that is likely to result from a typical surveillance target (e.g., a person or vehicle traveling with a sense of direction through a scene) as opposed to other distracting motions (e.g., the scintillation of specularities on water, the oscillation of vegetation in the wind). We propose an algorithm for detecting this salient motion that is based on intermediate-stage vision integration of optical flow. Empirical results are presented that illustrate the applicability of the proposed methods to real-world video. Unlike many motion detection schemes, no knowledge about expected object size or shape is necessary for rejecting the distracting motion.
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subjects Algorithms
Image motion analysis
Integrated optics
Intelligence
Layout
Marine vehicles
Motion detection
Optical sensors
Oscillations
Pattern analysis
Shape
Solid scintillation detectors
Surveillance
Tasks
Vegetation mapping
Vision
title Detecting salient motion by accumulating directionally-consistent flow
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