Background subtraction techniques: a review

M Piccardi - 2004 IEEE international conference on systems …, 2004 - ieeexplore.ieee.org
2004 IEEE international conference on systems, man and cybernetics …, 2004ieeexplore.ieee.org
Background subtraction is a widely used approach for detecting moving objects from static
cameras. Many different methods have been proposed over the recent years and both the
novice and the expert can be confused about their benefits and limitations. In order to
overcome this problem, this paper provides a review of the main methods and an original
categorisation based on speed, memory requirements and accuracy. Such a review can
effectively guide the designer to select the most suitable method for a given application in a …
Background subtraction is a widely used approach for detecting moving objects from static cameras. Many different methods have been proposed over the recent years and both the novice and the expert can be confused about their benefits and limitations. In order to overcome this problem, this paper provides a review of the main methods and an original categorisation based on speed, memory requirements and accuracy. Such a review can effectively guide the designer to select the most suitable method for a given application in a principled way. Methods reviewed include parametric and non-parametric background density estimates and spatial correlation approaches.
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