...
首页> 外文期刊>IEEE transactions on systems, man, and cybernetics. Part A, Systems and humans >Computer Vision-Based Human Body Segmentation and Posture Estimation
【24h】

Computer Vision-Based Human Body Segmentation and Posture Estimation

机译:基于计算机视觉的人体分割和姿势估计

获取原文
获取原文并翻译 | 示例

摘要

This paper proposes a new method for vision-based human body posture estimation using body silhouette and skin-color information. A moving object segmentation algorithm is first proposed to distinguish the human body from the background using a sequence of images. This algorithm uses a fast Euler number computation technique to automatically determine the threshold of both frame and background differences. After segmentation, a sequence of image processing approaches then creates a complete silhouette of the human body. The objective of posture estimation is to locate five significant body points, including the head, tips of the feet, and tips of the hands. These significant points are first selected from convex points on a defined distance curve. A number of heuristic rules based on body shape characteristics are used to select the proper points among these convex candidates. These rules use features like the principal and minor axes of the human body, their interactions with the silhouette contour, the relative distances between convex points, and the curvature of convex points. An auxiliary skin-color feature is used when the silhouette shape features alone are not sufficient to estimate the significant points. Experimental results show that the proposed approach can efficiently and effectively locate the significant body points for most postures.
机译:本文提出了一种利用人体轮廓和肤色信息进行基于视觉的人体姿势估计的新方法。首先提出了一种运动对象分割算法,以使用一系列图像将人体与背景区分开。该算法使用快速的欧拉数计算技术来自动确定帧和背景差异的阈值。在分割之后,一系列图像处理方法随后创建了人体的完整轮廓。姿势估计的目的是找到五个重要的身体点,包括头部,脚尖和手尖。首先从定义的距离曲线上的凸点中选择这些有效点。许多基于体形特征的启发式规则用于在这些凸候选中选择合适的点。这些规则使用人体的主轴和短轴,它们与轮廓轮廓的相互作用,凸点之间的相对距离以及凸点的曲率等特征。当仅轮廓形状特征不足以估计要点时,将使用辅助肤色特征。实验结果表明,该方法可以有效地定位大多数姿势下的重要身体点。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号