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CN110245648A - The alert system of wisdom list based on Identification of Images - Google Patents

The alert system of wisdom list based on Identification of Images Download PDF

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Publication number
CN110245648A
CN110245648A CN201910631073.3A CN201910631073A CN110245648A CN 110245648 A CN110245648 A CN 110245648A CN 201910631073 A CN201910631073 A CN 201910631073A CN 110245648 A CN110245648 A CN 110245648A
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portrait
information
law enforcement
module
system based
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史鹏飞
武海源
李燕红
杨雪飞
万鑫
王勇达
夏帅
王军
韩庆志
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Xingyun Xinda (beijing) Science And Trade Co Ltd
Beijing Nebula Ring Shadow Technology Co Ltd
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Xingyun Xinda (beijing) Science And Trade Co Ltd
Beijing Nebula Ring Shadow Technology Co Ltd
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/161Detection; Localisation; Normalisation
    • G06V40/166Detection; Localisation; Normalisation using acquisition arrangements
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/168Feature extraction; Face representation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/172Classification, e.g. identification

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • General Health & Medical Sciences (AREA)
  • Human Computer Interaction (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Two-Way Televisions, Distribution Of Moving Picture Or The Like (AREA)
  • Alarm Systems (AREA)

Abstract

本发明实施例公开了一种基于人像识别的智慧单警系统,包括:前端采集设备,用于采集执法数据;智能处理终端,用于接收并存储所述执法数据,根据所述执法数据确定目标信息,将所述目标信息与预存的信息进行比对;当所述目标信息与预存的信息相匹配时,根据匹配的预存信息确定告警信息,将所述匹配的预存信息和所述告警信息确定为对比结果信息;输出终端,用于接收所述智能处理终端的对比结果信息。本发明用于解决现有技术中无法实时对被执法对象、环境进行图像识别的问题,不受网络环境、实操环境影响,在公安移动、站立等条件下,均能有效抓拍到动态及静态人像,并与设备内置的人像识别软件进行有效比对。

The embodiment of the present invention discloses a smart single police system based on portrait recognition, including: a front-end collection device for collecting law enforcement data; an intelligent processing terminal for receiving and storing the law enforcement data, and determining targets according to the law enforcement data information, comparing the target information with pre-stored information; when the target information matches the pre-stored information, determine the alarm information according to the matched pre-stored information, and determine the matched pre-stored information and the alarm information The comparison result information; the output terminal is used to receive the comparison result information of the intelligent processing terminal. The present invention is used to solve the problem in the prior art that it is impossible to carry out image recognition on law enforcement objects and environments in real time. It is not affected by the network environment and the actual operation environment, and can effectively capture dynamic and static images under conditions such as public security moving and standing. portrait, and compare it effectively with the built-in portrait recognition software of the device.

Description

基于人像识别的智慧单警系统Intelligent single police system based on portrait recognition

技术领域technical field

本发明实施例涉及移动执法技术领域,具体涉及一种基于人像识别的智慧单警系统。The embodiment of the present invention relates to the technical field of mobile law enforcement, in particular to an intelligent single police system based on portrait recognition.

背景技术Background technique

随着计算机技术和人工智能的发展,科技信息化的手段不断推陈出新,逐渐应用于警务工作领域,公安工作效能得到大幅提升,深入推进的智慧警务建设,公安信息化的技术日新月异,特别是以高清视频监控技术为核心的监控前端建设,为打击违法犯罪、开展快速侦查提供了有力的支撑。人像识别技术作为视频图像领域的一项新兴技术,随着深入学习的引入,在公安实战应用中发挥着越来越大的作用。With the development of computer technology and artificial intelligence, the means of scientific and technological informatization are constantly being introduced, and they are gradually applied to the field of police work. The monitoring front-end construction with high-definition video monitoring technology as the core provides strong support for cracking down on crimes and conducting rapid investigations. As an emerging technology in the field of video images, portrait recognition technology is playing an increasingly important role in the actual application of public security with the introduction of deep learning.

人像识别技术作为视频图像领域的一项新兴技术,它融合了计算机图形处理技术与生物统计学原理于一体,利用计算机图形技术从视频中提取人像特征点。利用生物统计学的原理进行分析监理数学模型,即人脸特征模板。利用已建成的人脸特征模板与被测者的人的面像进行特征分析,根据分析的结果给出一个相似值,通过这个值来确定是否为同一人。As an emerging technology in the field of video images, portrait recognition technology integrates computer graphics processing technology and biometrics principles, and uses computer graphics technology to extract portrait feature points from videos. Use the principle of biostatistics to analyze and supervise the mathematical model, that is, the face feature template. Use the built face feature template and the face image of the person under test to perform feature analysis, and give a similarity value according to the analysis result, and use this value to determine whether they are the same person.

人像识别产品依托人脸、人体识别技术,通过对视频图像中人像的结构化,实现人像存储、检索、比对、报警等功能。Relying on face and human body recognition technology, portrait recognition products realize functions such as portrait storage, retrieval, comparison, and alarm through the structuring of portraits in video images.

移动执法系统的功能大多仅限于现场采集,然后存储相关资料作为后续的证据,尚未对现场执法有实时的识别匹配功能,例如图像识别等,无法实时对被执法对象、环境进行图像识别,使得执法效率和执法效果仍不够高。Most of the functions of the mobile law enforcement system are limited to on-site collection, and then store relevant data as subsequent evidence. There is no real-time identification and matching function for on-site law enforcement, such as image recognition, etc., and it is impossible to perform real-time image recognition on the subject and environment of law enforcement, making law enforcement Efficiency and effectiveness of law enforcement are still not high enough.

发明内容Contents of the invention

为此,本发明实施例提供一种基于人像识别的智慧单警系统,以解决现有技术中无法实时对被执法对象、环境进行图像识别的问题。To this end, the embodiment of the present invention provides a smart single police system based on portrait recognition to solve the problem in the prior art that it is impossible to perform real-time image recognition on law enforcement objects and environments.

为了实现上述目的,本发明的实施方式提供如下技术方案:In order to achieve the above object, embodiments of the present invention provide the following technical solutions:

本发明提供一种一种基于人像识别的智慧单警系统,其特征在于,包括:The present invention provides a smart single police system based on portrait recognition, which is characterized in that it includes:

前端采集设备,用于采集执法数据;Front-end collection equipment for collecting law enforcement data;

智能处理终端,用于接收并存储所述执法数据,根据所述执法数据确定目标信息,将所述目标信息与预存的信息进行比对;当所述目标信息与预存的信息相匹配时,根据匹配的预存信息确定告警信息,将所述匹配的预存信息和所述告警信息确定为对比结果信息;The intelligent processing terminal is used to receive and store the law enforcement data, determine the target information according to the law enforcement data, and compare the target information with the pre-stored information; when the target information matches the pre-stored information, according to the The matched pre-stored information determines alarm information, and the matched pre-stored information and the alarm information are determined as comparison result information;

输出终端,用于接收所述智能处理终端的对比结果信息。The output terminal is used to receive the comparison result information of the intelligent processing terminal.

在本发明的一个实施例中,所述执法数据包括对执法对象拍摄的视频。In one embodiment of the present invention, the law enforcement data includes videos taken of law enforcement objects.

在本发明的另一个实施例中,所述前端采集设备为全景执法记录仪。In another embodiment of the present invention, the front-end acquisition device is a panoramic law enforcement recorder.

在本发明的又一个实施例中,所述前端采集设备为眼镜便携式摄像头。In yet another embodiment of the present invention, the front-end acquisition device is a portable camera for glasses.

在本发明的再一个实施例中,所述前端采集设备为耳挂便携式摄像头。In yet another embodiment of the present invention, the front-end acquisition device is a portable camera hung on the ear.

在本发明的再一个实施例中,所述智能处理终端包括依次连接的视频解码模块、人像检测模块、人像跟踪模块、特征提取模块、预判断模块、人像对比模块和数据库。In yet another embodiment of the present invention, the intelligent processing terminal includes a video decoding module, a portrait detection module, a portrait tracking module, a feature extraction module, a pre-judgment module, a portrait comparison module and a database connected in sequence.

在本发明的再一个实施例中,所述视频解码模块解码每一帧图像,所述人像检测模块检测每一帧图像中出现的人像区域,所述人像跟踪模块对人像区域进行跟踪,所述特征提取模块选择同一个人员所有轨迹中角度和清晰度最好的人脸快照作为最佳快照,将所述最佳快照提供给所述预判断模块,并通过所述人像对比模块和数据库进行比对。In yet another embodiment of the present invention, the video decoding module decodes each frame of image, the portrait detection module detects the portrait area appearing in each frame of image, the portrait tracking module tracks the portrait area, the The feature extraction module selects the face snapshot with the best angle and clarity among all trajectories of the same person as the best snapshot, provides the best snapshot to the pre-judgment module, and compares it with the database through the portrait comparison module right.

在本发明的再一个实施例中,还包括电脑单元,所述电脑单元连接所述智能处理终端,用于查询历史数据和管理数据库中的人像信息。In yet another embodiment of the present invention, it further includes a computer unit connected to the intelligent processing terminal for querying historical data and managing portrait information in the database.

本发明用于解决现有技术中无法实时对被执法对象、环境进行图像识别的问题,不受网络环境、实操环境影响,在公安移动、站立等条件下,均能有效抓拍到动态及静态人像,并与设备内置的人像识别软件进行有效比对。The present invention is used to solve the problem in the prior art that it is impossible to carry out image recognition on law enforcement objects and environments in real time. It is not affected by the network environment and the actual operation environment, and can effectively capture dynamic and static images under conditions such as public security moving and standing. portrait, and compare it effectively with the built-in portrait recognition software of the device.

附图说明Description of drawings

为了更清楚地说明本发明的实施方式或现有技术中的技术方案,下面将对实施方式或现有技术描述中所需要使用的附图作简单地介绍。显而易见地,下面描述中的附图仅仅是示例性的,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据提供的附图引伸获得其它的实施附图。In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following will briefly introduce the accompanying drawings that are required in the description of the embodiments or the prior art. Apparently, the drawings in the following description are only exemplary, and those skilled in the art can also obtain other implementation drawings according to the provided drawings without creative work.

图1为本发明的一实施例提供的一种基于人像识别的智慧单警系统原理图;Fig. 1 is a schematic diagram of a smart single police system based on portrait recognition provided by an embodiment of the present invention;

图2为本发明的另一实施例提供的智能处理终端原理图。Fig. 2 is a schematic diagram of an intelligent processing terminal provided by another embodiment of the present invention.

图中:1-智能处理终端,11-视频解码模块,12-人像检测模块,13-人像跟踪模块,14-特征提取模块,15-预判断模块,16-人像对比模块,17-数据库,2-前端采集设备,3-输出终端。In the figure: 1-intelligent processing terminal, 11-video decoding module, 12-portrait detection module, 13-portrait tracking module, 14-feature extraction module, 15-pre-judgment module, 16-portrait comparison module, 17-database, 2 - front-end acquisition equipment, 3 - output terminal.

具体实施方式Detailed ways

以下由特定的具体实施例说明本发明的实施方式,熟悉此技术的人士可由本说明书所揭露的内容轻易地了解本发明的其他优点及功效,显然,所描述的实施例是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The implementation mode of the present invention is illustrated by specific specific examples below, and those who are familiar with this technology can easily understand other advantages and effects of the present invention from the contents disclosed in this description. Obviously, the described embodiments are a part of the present invention. , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

本发明提供一种基于人像识别的智慧单警系统,包括:The present invention provides a smart single police system based on portrait recognition, including:

前端采集设备2,用于采集执法数据;The front-end collection device 2 is used to collect law enforcement data;

智能处理终端1,用于接收并存储所述执法数据,根据所述执法数据确定目标信息,将所述目标信息与预存的信息进行比对;当所述目标信息与预存的信息相匹配时,根据匹配的预存信息确定告警信息,将所述匹配的预存信息和所述告警信息确定为对比结果信息;The intelligent processing terminal 1 is used to receive and store the law enforcement data, determine target information according to the law enforcement data, and compare the target information with pre-stored information; when the target information matches the pre-stored information, determining alarm information according to the matched pre-stored information, and determining the matched pre-stored information and the alarm information as comparison result information;

输出终端3,用于接收所述智能处理终端1的对比结果信息。The output terminal 3 is used to receive the comparison result information of the intelligent processing terminal 1 .

优选的,所述执法数据包括对执法对象拍摄的视频;所述前端采集设备2为全景执法记录仪;所述前端采集设备2为眼镜便携式摄像头;所述前端采集设备2为耳挂便携式摄像头;所述智能处理终端1包括依次连接的视频解码模块11、人像检测模块12、人像跟踪模块13、特征提取模块14、预判断模块15、人像对比模块16和数据库17;所述视频解码模块11解码每一帧图像,所述人像检测模块12检测每一帧图像中出现的人像区域,所述人像跟踪模块13对人像区域进行跟踪,所述特征提取模块14选择同一个人员所有轨迹中角度和清晰度最好的人脸快照作为最佳快照(即具有最优视觉效果的图像),将所述最佳快照提供给所述预判断模块15,并通过所述人像对比模块16和数据库17进行比对;还包括电脑单元,所述电脑单元连接所述智能处理终端1,用于查询历史数据和管理数据库中的人像信息。Preferably, the law enforcement data includes videos taken by law enforcement objects; the front-end collection device 2 is a panoramic law enforcement recorder; the front-end collection device 2 is a portable camera for glasses; the front-end collection device 2 is a portable camera with ear hooks; The intelligent processing terminal 1 comprises a video decoding module 11, a portrait detection module 12, a portrait tracking module 13, a feature extraction module 14, a pre-judgment module 15, a portrait comparison module 16 and a database 17 connected in sequence; the video decoding module 11 decodes For each frame of image, the portrait detection module 12 detects the portrait area that appears in each frame of image, the portrait tracking module 13 tracks the portrait area, and the feature extraction module 14 selects the angle and clarity in all trajectories of the same person. The face snapshot with the best degree of accuracy is used as the best snapshot (that is, the image with the best visual effect), and the best snapshot is provided to the pre-judgment module 15, and compared with the portrait comparison module 16 and the database 17 Yes; it also includes a computer unit connected to the intelligent processing terminal 1 for querying historical data and managing portrait information in the database.

如图1所示,本发明一实施例提供一种基于人像识别的智慧单警系统,包括:As shown in Figure 1, an embodiment of the present invention provides a smart single police system based on portrait recognition, including:

前端采集设备2,用于采集执法数据;The front-end collection device 2 is used to collect law enforcement data;

智能处理终端1,用于接收并存储所述执法数据,根据所述执法数据确定目标信息,将所述目标信息与预存的信息进行比对;当所述目标信息与预存的信息相匹配时,根据匹配的预存信息确定告警信息,将所述匹配的预存信息和所述告警信息确定为对比结果信息;The intelligent processing terminal 1 is used to receive and store the law enforcement data, determine target information according to the law enforcement data, and compare the target information with pre-stored information; when the target information matches the pre-stored information, determining alarm information according to the matched pre-stored information, and determining the matched pre-stored information and the alarm information as comparison result information;

输出终端3,用于接收所述智能处理终端1的对比结果信息。The output terminal 3 is used to receive the comparison result information of the intelligent processing terminal 1 .

所述前端采集设备2为各种摄像头,尤其是符合GB28181网络协议的各型号网络摄像头,摄像头形式可以是全景执法记录仪、眼镜便携式摄像头或耳挂便携式摄像头等;所述执法数据包括对执法对象拍摄的视频。The front-end acquisition device 2 is various cameras, especially various types of network cameras that meet the GB28181 network protocol, and the camera form can be a panoramic law enforcement recorder, a portable camera with glasses or a portable camera with ear hooks, etc.; Captured video.

如图2所示,本发明另一实施例提供的智能处理终端1,所述智能处理终端1包括依次连接的视频解码模块11、人像检测模块12、人像跟踪模块13、特征提取模块14、预判断模块15、人像对比模块16和数据库17。As shown in Fig. 2, the intelligent processing terminal 1 provided by another embodiment of the present invention, the intelligent processing terminal 1 includes a video decoding module 11, a portrait detection module 12, a portrait tracking module 13, a feature extraction module 14, a preset Judgment module 15, portrait comparison module 16 and database 17.

其中:所述视频解码模块11解码每一帧图像,所述人像检测模块12检测每一帧图像中出现的人像区域,所述人像跟踪模块13对人像区域进行跟踪,所述特征提取模块14选择同一个人员所有轨迹中角度和清晰度最好的人脸快照作为最佳快照(即具有最优视觉效果的图像),将所述最佳快照提供给所述预判断模块15,并通过所述人像对比模块16和数据库17进行比对。Wherein: the video decoding module 11 decodes each frame of images, the portrait detection module 12 detects the portrait area occurring in each frame of images, the portrait tracking module 13 tracks the portrait area, and the feature extraction module 14 selects The face snapshot with the best angle and clarity in all trajectories of the same person is used as the best snapshot (that is, the image with the best visual effect), and the best snapshot is provided to the pre-judgment module 15, and passed through the The portrait comparison module 16 is compared with the database 17 .

还包括电脑单元,所述电脑单元连接所述智能处理终端1,用于查询历史数据和管理数据库中的人像信息。It also includes a computer unit connected to the intelligent processing terminal 1 for querying historical data and managing portrait information in the database.

本发明提供的单警系统能够在公安执法过程中获取第一视频图像待识别的信息;将所述待识别人体信息与人像关联库中人像信息进行匹配,确定所述待识别人像对应的身份信息。The single police system provided by the present invention can obtain the information to be identified in the first video image during the public security law enforcement process; match the human body information to be identified with the portrait information in the portrait association database, and determine the identity information corresponding to the portrait to be identified .

虽然,上文中已经用一般性说明及具体实施例对本发明作了详尽的描述,但在本发明基础上,可以对之作一些修改或改进,这对本领域技术人员而言是显而易见的。因此,在不偏离本发明精神的基础上所做的这些修改或改进,均属于本发明要求保护的范围。Although the present invention has been described in detail with general descriptions and specific examples above, it is obvious to those skilled in the art that some modifications or improvements can be made on the basis of the present invention. Therefore, the modifications or improvements made on the basis of not departing from the spirit of the present invention all belong to the protection scope of the present invention.

Claims (8)

1.一种基于人像识别的智慧单警系统,其特征在于,包括:1. A smart single police system based on portrait recognition, characterized in that it comprises: 前端采集设备(2),用于采集执法数据;Front-end collection equipment (2), used for collecting law enforcement data; 智能处理终端(1),用于接收并存储所述执法数据,根据所述执法数据确定目标信息,将所述目标信息与预存的信息进行比对;当所述目标信息与预存的信息相匹配时,根据匹配的预存信息确定告警信息,将所述匹配的预存信息和所述告警信息确定为对比结果信息;An intelligent processing terminal (1), configured to receive and store the law enforcement data, determine target information according to the law enforcement data, and compare the target information with pre-stored information; when the target information matches the pre-stored information , determining the alarm information according to the matched pre-stored information, and determining the matched pre-stored information and the alarm information as the comparison result information; 输出终端(3),用于接收所述智能处理终端(1)的对比结果信息。The output terminal (3) is used to receive the comparison result information of the intelligent processing terminal (1). 2.如权利要求1所述的一种基于人像识别的智慧单警系统,其特征在于:所述执法数据包括对执法对象拍摄的视频。2. A smart individual police system based on portrait recognition as claimed in claim 1, characterized in that: said law enforcement data includes videos taken of law enforcement objects. 3.如权利要求1所述的一种基于人像识别的智慧单警系统,其特征在于:所述前端采集设备(2)为全景执法记录仪。3. A kind of smart single police system based on portrait recognition as claimed in claim 1, characterized in that: the front-end acquisition device (2) is a panoramic law enforcement recorder. 4.如权利要求1所述的一种基于人像识别的智慧单警系统,其特征在于:所述前端采集设备(2)为眼镜便携式摄像头。4. A kind of intelligence single-police system based on portrait recognition as claimed in claim 1, is characterized in that: described front-end collection device (2) is glasses portable camera. 5.如权利要求1所述的一种基于人像识别的智慧单警系统,其特征在于:所述前端采集设备(2)为耳挂便携式摄像头。5. A smart single-police system based on portrait recognition as claimed in claim 1, characterized in that: said front-end acquisition device (2) is a portable camera with ear hooks. 6.如权利要求1所述的一种基于人像识别的智慧单警系统,其特征在于:所述智能处理终端(1)包括依次连接的视频解码模块(11)、人像检测模块(12)、人像跟踪模块(13)、特征提取模块(14)、预判断模块(15)、人像对比模块(16)和数据库(17)。6. a kind of intelligent single police system based on portrait recognition as claimed in claim 1, is characterized in that: described intelligent processing terminal (1) comprises video decoding module (11), portrait detection module (12), A portrait tracking module (13), a feature extraction module (14), a pre-judgment module (15), a portrait comparison module (16) and a database (17). 7.如权利要求6所述的一种基于人像识别的智慧单警系统,其特征在于:所述视频解码模块(11)解码每一帧图像,所述人像检测模块(12)检测每一帧图像中出现的人像区域,所述人像跟踪模块(13)对人像区域进行跟踪,所述特征提取模块(14)选择同一个人员所有轨迹中角度和清晰度最好的人脸快照作为最佳快照,将所述最佳快照提供给所述预判断模块(15),并通过所述人像对比模块(16)和数据库(17)进行比对。7. A kind of intelligent single police system based on portrait recognition as claimed in claim 6, is characterized in that: described video decoding module (11) decodes each frame image, and described portrait detection module (12) detects each frame The portrait area that occurs in the image, the portrait tracking module (13) tracks the portrait area, and the feature extraction module (14) selects the best snapshot of the face of the same person in all tracks with the best angle and clarity as the best snapshot , providing the best snapshot to the pre-judgment module (15), and comparing it with the portrait comparison module (16) and database (17). 8.如权利要求1所述的一种基于人像识别的智慧单警系统,其特征在于:还包括电脑单元,所述电脑单元连接所述智能处理终端(1),用于查询历史数据和管理数据库中的人像信息。8. A kind of intelligent single police system based on portrait recognition as claimed in claim 1, is characterized in that: also comprise computer unit, described computer unit is connected with described intelligent processing terminal (1), is used for querying historical data and management Portrait information in the database.
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Application publication date: 20190917