| 夏道勋,郭方,刘浩杰,夏勇.开放式行人再识别研究进展综述[J].数据采集与处理,2021,36(3):449-467 |
| 开放式行人再识别研究进展综述 |
| Review on Research Progress of Open-World Person Re-identification |
| 投稿时间：2020-06-22 修订日期：2020-12-10 |
| DOI：10.16337/j.1004-9037.2021.03.004 |
| 中文关键词: 开放式行人再识别 目标检测 度量学习 深度学习 |
| 英文关键词:open-world person re-identification object detection metric learning deep learning |
| 基金项目:国家自然科学基金（61762023）资助项目；贵州省自然基金项目新苗培育专项（黔科合平台人才[2017]5726）资助项目；贵州师范大学博士启动基金(2017)资助项目。 |
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| 中文摘要: |
| 开放式行人再识别是在一个未知的空间环境中，候选行人库中并不一定包含有待检索的行人，被视为图像检索的子问题，是比封闭式行人再识别更具挑战和更为实用的应用研究。本文首先总结了开放式行人再识别的发展历程，与封闭式行人再识别的异同，开放式行人再识别建模过程和数据集的比较分析；然后重点总结了开放式行人再识别技术的研究方法，它们分别是以数据为驱动的研究方法、以效率为驱动的研究方法和以实际应用为驱动的研究方法；最后对开放式行人再识别技术的研究难点和未来发展进行了较为详细的分析和探讨。 |
| 英文摘要: |
| Open-world person re-identification （Re-ID） is a task that the query person may not occur in the gallery set in an agnostic space environment. Compared with the closed-world person Re-ID， open-world Re-ID is seen as a subproblem of image retrieval， and is a more challenging and practical application research. We firstly compare and analyze the different pedestrian datasets and describe the development of existing open-set Re-ID works， the discrepancies between closed- and open-world Re-ID， and the modeling process of open-world Re-ID. Then， we focus on summarizing the research methods of open-world Re-ID， which are data-driven research methods， efficiency-driven research methods and application-driven research methods. Finally， the issues of the research and future directions for open-world Re-ID are discussed. |
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