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结合知识规则和多分辨率分级模型的快速肤色检测算法

Knowledge-Based Fast Skin Detection Algorithm Using Multi-resolution Hierarchical Detection Model

  • 摘要: 为了快速进行肤色检测,根据肤色高斯分布特征建立了由一系列肤色先验知识规则组成的肤色知识库,并提出了一种多分辨率分级肤色检测模型,将两者相结合从而在空间域建立了一种融合多级分辨率肤色检测结果的快速肤色检测算法.实验结果表明,这种快速肤色检测算法的肤色检测效果与直接肤色检测方法相当,而检测速度却可以提高数十倍.

     

    Abstract: For fast skin detection,a knowledge database including five priori rules on human skin color was established by analyzing the skin color Gaussian distribution,and a multi-resolution hierarchical skin detection model was derived from these rules.Based on this model,hierarchical proceduce was used to detect skin region under three levels of resolution.The main body of skin region was first detected roughly in the lowest resolution image,and the edge details of skin region were detected in the higher resolution image.A large amount of pixels with colors very different from that of skin was eliminated in different resolution images by applying the skin knowledge rules.Experimental results show that under same resolution,the skin segmentation performance of presented algorithm is very close to that of skin direct detection on each pixel,but it increases the detection speed by 20~80 times.

     

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