Applying Detection Proposals to Visual Tracking for Scale and Aspect Ratio Adaptability
作者: Dafei HuangLei LuoZhaoyun ChenMei WenChunyuan Zhang
作者单位: 1National University of Defense Technology
刊名: International Journal of Computer Vision, 2017, Vol.122 (3), pp.524-541
来源数据库: Springer Nature Journal
DOI: 10.1007/s11263-016-0974-6
关键词: Visual trackingDetection proposalScale and aspect ratio adaptabilityCorrelation filter
英文摘要: The newly proposed correlation filter based trackers can achieve appealing performance despite their great simplicity and superior speed. However, this kind of object trackers is not born with scale and aspect ratio adaptability, thus resulting in suboptimal tracking accuracy. To tackle this problem, this paper integrates the class-agnostic detection proposal method, which is widely adopted in object detection area, into a correlation filter tracker. In the tracker part, optimizations such as feature integration, robust model updating and proposal rejection are applied for efficient integration. As for proposal generation, through integrating and comparing four detection proposal generators along with two baseline methods, the quality of detection proposals is found to have considerable...
原始语种摘要: The newly proposed correlation filter based trackers can achieve appealing performance despite their great simplicity and superior speed. However, this kind of object trackers is not born with scale and aspect ratio adaptability, thus resulting in suboptimal tracking accuracy. To tackle this problem, this paper integrates the class-agnostic detection proposal method, which is widely adopted in object detection area, into a correlation filter tracker. In the tracker part, optimizations such as feature integration, robust model updating and proposal rejection are applied for efficient integration. As for proposal generation, through integrating and comparing four detection proposal generators along with two baseline methods, the quality of detection proposals is found to have considerable...
全文获取路径: Springer Nature  (合作)
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来源刊物:
影响因子:3.623 (2012)

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关键词翻译
关键词翻译
  • Tracking 追踪
  • tracker 跟踪装置
  • integration 集成
  • aspect 季相
  • proposal 申请
  • tracking 跟踪
  • simplicity 简单
  • existing 现行
  • accuracy 准确度
  • efficient 有用的