Calibrating Head Pose Estimation in Videos for Meeting Room Event Analysis

J. Tu, Thomas S. Huang, Yingen Xiong, R. Rose, Francis K. H. Quek
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引用次数: 11

Abstract

In this paper, we study the calibration of head pose estimation in stereo camera setting for meeting room video event analysis. Head pose information infers the direction of attention of the subjects in video, therefore is valuable for video event analysis/indexing, especially in meeting room scenario. We are developing a multi-modal meeting room data analyzing system for studying meeting room interaction dynamics, in which head pose estimation is one of the key components. As each subject in the meeting room can be observed by a pair of stereo cameras, we do 2D head tracking for the subject in each camera, and the 3D coordinate of the head can be obtained by triangulation. The 3D head pose is estimated in one of the camera coordinate system, we develop a procedure to accurately convert the estimated 3D pose in the camera coordinate system to that in the world coordinate system. In the experiment, visualization of the estimated head pose and location in world coordinate system verifies the soundness of our design. The estimated head pose and 3D location of the subjects in the meeting room allows further analysis of meeting room interaction dynamics, such as F-formation, floor-control, etc.
用于会议室事件分析的视频头部姿态估计校准
本文研究了用于会议室视频事件分析的立体摄像机设置中头部姿态估计的标定问题。头部姿势信息可以推断视频中受试者的注意力方向,因此对视频事件分析/索引很有价值,特别是在会议室场景中。为了研究会议室互动动态,我们正在开发一个多模态会议室数据分析系统,其中头部姿态估计是关键组成部分之一。由于会议室中的每个受试者都可以通过一对立体摄像机进行观察,我们在每个摄像机中对受试者进行二维头部跟踪,并通过三角测量获得受试者头部的三维坐标。在其中一个摄像机坐标系中估计三维头部姿态,开发了一种将摄像机坐标系中估计的三维姿态精确转换为世界坐标系的程序。在实验中,将估计的头部姿态和位置在世界坐标系中可视化,验证了我们设计的合理性。通过估计受试者在会议室中的头部姿态和3D位置,可以进一步分析会议室的互动动态,如f形、地板控制等。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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