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Fig 1.

The flow chart of the system.

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Fig 2.

The background update result.

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Fig 3.

Frame difference function (FDF) of different orders.

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Fig 4.

Virtual loops and the detection line.

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Fig 5.

The sixth-order FDF with respect to frame sequence.

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Fig 6.

A special case in detection line.

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Table 1.

Comparison with existing models.

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Table 2.

Results of vehicle counting.

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Table 3.

Results of different scenarios.

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Table 4.

Time performance of major algorithms computed in 1000 frames.

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