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Fig 1.

The Flow Diagram of the Process of Recognition Method and Mechanism.

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Fig 2.

The Photograph of RGB Behavior Video Background Subtraction.

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Fig 3.

Behavior Motion Outline Model History Images of Depth Image (left) and RGB Image (right).

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Fig 4.

Behavior Motion Outline Model History Images of Depth Image (left) and RGB Image (right).

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Fig 5.

Category of Special Edge Pixel Circumstances.

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Fig 6.

Result of Marginalized Processed Special Edge Pixels.

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Fig 7.

Contrast Photographs of Some images before (left) and after (right) Marginalization.

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Fig 8.

History Behavior Outline Image of Blended Depth and RGB Images.

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Fig 9.

History behavior outline image integrated with depth and RGB images after 4 × 4 division.

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Fig 10.

Gradient Vectors of Adjacent Edge Pixels.

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Table 1.

Confusion matrix of human behavior recognition of K-means.

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Table 2.

Human behavior recognition of different classification algorithms.

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Fig 11.

Recognition accuracies of four algorithms experiment on DHA behavior datasets.

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Fig 12.

Recognition accuracies of three algorithms experiment based on K-means on Local behavior datasets.

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Table 3.

Human behavior recognition of different classification algorithms.

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Fig 13.

Running time of two feature algorithms.

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