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Using Mutual Information for Multi-Anchor Tracking of Human Beings

机译:使用互信息进行人的多锚跟踪

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摘要

Tracking of human beings represents a hot research topic in the field of video analysis. It is attracting an increasing attention among researchers thanks to its possible application in many challenging tasks. Among these, action recognition, human/human and human/computer interaction require body-part tracking. Most of the existing techniques in literature are model-based approaches, so despite their effectiveness, they are often unfit for the specific requirements of a body-part tracker. In this case it is very hard if not impossible to define a formal model of the target. This paper proposes a multi-anchor tracking system, which works on 8 bits color images and exploits the mutual information to track human body parts (head, hands,...) without performing any foreground/background segmentation. The proposed method has been designed as a component of a more general system aimed at human interaction analysis. It has been tested on a wide set of color video sequences and the very promising results show its high potential.
机译:跟踪人类是视频分析领域的一个热门研究主题。由于它可能在许多挑战性任务中得到应用,因​​此它引起了研究人员的越来越多的关注。其中,动作识别,人与人之间以及人与计算机之间的交互需要跟踪身体部位。文献中现有的大多数技术都是基于模型的方法,因此尽管有效,但它们通常不适合人体跟踪器的特定要求。在这种情况下,很难甚至不可能定义目标的正式模型。本文提出了一种多锚跟踪系统,该系统可处理8位彩色图像,并利用互信息来跟踪人体部位(头部,手等),而无需执行任何前景/背景分割。拟议的方法已被设计为针对人类交互分析的更通用系统的组成部分。它已经在各种彩色视频序列上进行了测试,非常有希望的结果显示出它的巨大潜力。

著录项

  • 来源
    《Biometric authentication》|2014年|28-39|共12页
  • 会议地点 Sofia(BG)
  • 作者单位

    Universita di Cagliari, Cagliari, Italy;

    Sapienza Universita di Roma, Roma, Italy;

    Universita di Pavia, Pavia, Italy;

    Universita di Napoli Federico Ⅱ, Napoli, Italy;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-26 14:06:56

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