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The THU multi-view face database for videoconferences and baseline evaluations

机译:THU多视角人脸数据库,用于视频会议和基线评估

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摘要

In this paper, we present a face video database and its acquisition. This database contains 31,500 video clips of 100 individual figures from 20 countries. The primary purpose of building this database is to serve as a Standardized test video sequences for any research related to videoconferences, such as gaze correction and model based face reconstruction, etc. To be specific, each of the subjects was filmed by 9 groups of synchronized webcams under 7 illumination conditions, and was requested to complete a series of designated actions. Thus, face variations including lip shape, occlusion, illumination, pose, and expression are well presented in each video clip. Compared to the existing databases, the ptoposed THU face database provides multi-view video sequences with strict temporal synchronisation, which enables evaluations on current and future possible gaze-correction methods for conversational video communications. Besides, we discuss the evaluation protocol based on our database for gaze-correction, where three well-known methods were tested. Experiment results show that, under this evaluation protocol, comparisons of performance can be obtained numerically in terms of peak signal-to-noise ratio (PSNR), demonstrating the strengths and weaknesses of these methods under different circumstances. (C) 2016 Elsevier B.V. All rights reserved.
机译:在本文中,我们介绍了人脸视频数据库及其获取。该数据库包含来自20个国家的100个个人数字的31,500个视频剪辑。建立该数据库的主要目的是用作与视频会议相关的任何研究(如注视校正和基于模型的面部重建等)的标准化测试视频序列。具体而言,每个主题均由9组同步拍摄网络摄像头在7种光照条件下,并被要求完成一系列指定的操作。因此,在每个视频剪辑中都很好地呈现了包括嘴唇形状,遮挡,照明,姿势和表情在内的面部变化。与现有的数据库相比,对置的THU人脸数据库提供了具有严格时间同步的多视图视频序列,从而可以评估用于会话视频通信的当前和将来可能的凝视校正方法。此外,我们讨论了基于我们的数据库的凝视校正评估协议,其中测试了三种众所周知的方法。实验结果表明,在该评估协议下,可以通过峰值信噪比(PSNR)进行数值比较,从而证明了这些方法在不同情况下的优缺点。 (C)2016 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2016年第26期|48-59|共12页
  • 作者单位

    Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China;

    Tsinghua Univ, Sch Aerosp Engn, Beijing 100084, Peoples R China;

    Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China;

    Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China|Tsinghua Univ, Sch Aerosp Engn, Beijing 100084, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Face video database; Videoconferences; Gaze-correction; Multi-view; Evaluation protocol;

    机译:人脸视频数据库;视频会议;凝视校正;多视点;评估协议;

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