一种掩膜图像窗口的快速灰度分布标准化算法-《计算机技术与发展》

文章信息/Info

Title:: A Rapid Algorithm for Grayscale Distribution Normalization of Image Windows with Mask

Keywords:: extended integral image; windows with mask; grayscale distribution normalization; rapid algorithm

摘要:: 图像窗口模式匹配前常需进行灰度分布标准化预处理，但由于某些模式识别场合需要掩去图像窗口的一些无关区域，常见的灰度分布标准化处理快速算法不适用。应用广义积分图像，实现了一种任意掩膜的图像窗口灰度分布标准化快速算法。掩膜的形状具有对称性时，算法的计算速度还可进一步提高。实验表明，该算法能提高掩膜图像窗口灰度均值、方差的计算速度1倍以上，可实现多尺度目标检测中对大量掩膜图像窗口的快速灰度分布标准化处理。

Abstract:: It is often needed to normalize grayscale distribution of image windows before template matching,but sometimes a few regions of these windows should be eliminated by mask,normal rapid algorithms would be not suitable. As extended integral image is applied,an algorithm is presented for grayscale distribution normalization of image windows with mask of any shape. When the shape of mask is symmetric,the computing time can be further reduced. Experimental results indicate that the algorithm is twice or more as fast as the tradi-tional algorithm. It is especially suitable for object detection with multi resolution,when a large number of windows with mask are needed to be processed with grayscale distribution normalization.