鞋印图像检索研究现状与发展趋势  

A survey on shoe-print retrieval

作　　者：刘伟 姜乐怡[1] 朱婷鸽 李源[1] 李大湘 刘颖 LIU Wei;JIANG Leyi;ZHU Tingge;LI Yuan;LI Daxiang;LIU Ying(School of Computer Science and Technology,Xi'an University of Posts and Telecommunications,Xi'an 710121,China;Key Laboratory of Impression Evidence Examination and Identification Technology,Ministry of Public Security,Shenyang,110854,China;Key Laboratory of Electronic Information Application Technology for Scene Investigation,Ministry of Public Security,Xi'an University of Posts and Telecommunications,Xi'an,710121,China;School of Communications and Information Engineering,Xi'an University of Posts and Telecommunications,Xi'an 710121,China)

机构地区：[1]西安邮电大学计算机学院,陕西西安710121 [2]痕迹检验鉴定技术公安部重点实验室,辽宁沈阳110854 [3]西安邮电大学电子信息现场勘验应用技术公安部重点实验室,陕西西安710121 [4]西安邮电大学通信与信息工程学院,陕西西安710121

出　　处：《西安邮电大学学报》2021年第2期70-76,共7页Journal of Xi’an University of Posts and Telecommunications

基　　金：痕迹检验鉴定技术公安部重点实验室开放课题(2018HJKF11);公安部科技强警基础工作专项项目(2019GABJC41);西安邮电大学研究生创新基金(CXJJLI2018015)。

摘　　要：鞋印是案发现场中常见的物证痕迹,查询比对鞋印图像是重要的刑侦技术。从基于文本和基于内容两个方面出发,综述鞋印图像检索的研究进展。针对基于内容的鞋印图像检索,介绍底层视觉特征提取、高层语义学习和检索结果评价等关键技术,以及鞋印图像数据库和鞋印图像检索的应用场景。最后,结合公安刑侦领域的实际需求,探讨鞋印图像检索技术的未来研究趋势。Shoe-print is a kind of common physical evidence trace found in a crime scene.Shoe-print retrieval and identification is an important forensic technology.A comprehensive survey of state-of-the-art forensic shoe-print retrieval techniques focusing on text-based image retrieval(TBIR)and content-based image retrieval(CBIR)is provided.For CBIR,several key techniques including low-level visual feature extraction,high-level semantic learning and retrieval result evaluation are introduced.Moreover,shoe-print database and shoe-print retrieval applications are also presented.Finally,some promising research directions are suggested according to the requirements originated from the field of criminal investigation.

关 键 词：鞋印图像检索 图像特征 基于内容的图像检索 机器学习 

分 类 号：TP391.4[自动化与计算机技术—计算机应用技术] TP751.1[自动化与计算机技术—计算机科学与技术]