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On the traditional dynamic background updating method, homomorphic filter is used to reduce influence of illumination, and temporal difference is replaced by background subtraction in order to reduce area of motion object and the influence of illumination in the area of nearby motion object. Moreover, on this improving dynamic background updating method, this paper proposes a kind of motion object detection algorithm based on piecemeal principal component analysis. Differentiating from the traditional method whose principal component analysis is used to deal with the whole image, this method carries on piecemeal processing to the whole image, and then, principal component analysis is used to deal with each block of the image in order to give prominence to the principal characteristic. And the block of this principal characteristic contains motion object. So, we can detect the motion object easily. Experimental results prove that these methods offered above resolve the problem of illumination, and the accuracy is high. Also, the operation of this algorithm is not difficult.
Machine Learning and Cybernetics, 2008 International Conference on (Volume:5 )
Date of Conference: 12-15 July 2008