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Background subtraction with a pan/tilt camera

Authors: Tsinko, Egor;

Background subtraction with a pan/tilt camera

Abstract

Background subtraction is a common approach in computer vision to detect moving objects in video sequences taken with a static camera. Some background subtraction algorithms have been extended to support a pan/tilt camera but they are required to provide a background mosaic for motion estimation purposes. This thesis describes a system that avoids this requirement by separating the motion estimation system and background subtraction system into two separate modules. The first module performs motion compensation by employing a feature based image registration method and the RANSAC algorithm. The second module detects moving objects in rectified image frames using a background subtraction algorithm designed for a static camera. Three background subtraction algorithms were extended in the course of this project: mixture of Gaussians, non-parametric kernel density estimation and codebook. This thesis demonstrates the usefulness of separating of motion estimation from the background subtraction system as it allows us to extend any background subtraction algorithm designed for a static camera to support a pan/tilt camera. The detection results are presented for both indoor and outdoor video sequences taken with a pan/tilt camera.

Countries
United States, Mexico, Canada, Canada
Keywords

004

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green