CN106023516A - Examination monitoring method and system and examination room monitor - Google Patents

Examination monitoring method and system and examination room monitor Download PDF

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Publication number
CN106023516A
CN106023516A CN201610329334.2A CN201610329334A CN106023516A CN 106023516 A CN106023516 A CN 106023516A CN 201610329334 A CN201610329334 A CN 201610329334A CN 106023516 A CN106023516 A CN 106023516A
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China
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examination
signal
induced signal
behavior
examinee
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CN201610329334.2A
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蒋泰
张羽军
覃奕
李晨捷
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GUANGXI HUNTER INFORMATION INDUSTRY CO LTD
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GUANGXI HUNTER INFORMATION INDUSTRY CO LTD
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Priority to CN201610329334.2A priority Critical patent/CN106023516A/en
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    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B21/00Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00Television systems
    • H04N7/18Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
    • H04N7/181Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast for receiving images from a plurality of remote sources

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  • Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Signal Processing (AREA)
  • Business, Economics & Management (AREA)
  • Emergency Management (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Alarm Systems (AREA)

Abstract

The invention relates to an examination monitoring method and system and an examination room monitor. The examination room monitor comprises an infrared circumferential sensor which is used for sensing the boundary-breaking behaviors of examinees in an examination process, and generating a boundary-breaking sensing signal; a human body posture sensor which is used for sensing the postures of examinees in the examination process, and correspondingly generating a posture sensing signal; a face recognition camera which is used for sensing the facial expressions of examinees in the examination process, and correspondingly generating a facial expression sensing signal; and a processor which is used for the processing of the boundary-breaking sensing signal, the posture sensing signal and the facial expression sensing signal, and generating a warning signal for warning the examinees when one of the boundary-breaking sensing signal, the posture sensing signal and the facial expression sensing signal exceeds a corresponding threshold value. The examination room monitor can carry out the sensing and analysis of the behaviors, body postures and facial expressions of the examinees, achieves the remote unmanned invigilation, improves the judgment accuracy of the abnormal behaviors of the examinees, and guarantees the justice and objectiveness of examination.

Description

A kind of examination monitoring method, system and examination hall watch-dog
Technical field
The present invention relates to monitor technical field, particularly to one examination monitoring method, system and examination hall prison Control device.
Background technology
Build and during Invigilation in Examination in standardization examination hall at present, there is problems in that 1, build mark Quasi-disunity, the first time causing national test is unjust;2, need during the invigilator of examination simultaneously Want substantial amounts of and examine business and supervisor and staff, significantly increase examination cost, increased the weight of reference The financial burden of personnel also increase simultaneously country financial burden;3, owing to examination process being invigilated The subjectivity of teacher and staff is relatively big, in fact causes the injustice of invigilator's process;4, in technology While progress, the corrupt practice style in examination process gets more and more, it is desirable to have more effective Mode avoids the generation of early warning malpractices examination behavior;5, simultaneously processing procedure when corrupt practice occurs Whole process supervision become in thing, postmortem analysis and the focus of dispute.So must be by building public affairs Flat just examination platform.
Current existing invigilator's technology, its focus mainly by the equipment simple combination of specific model, Multiple early warning mechanism is provided, owing to many data depth integration can not be realized, is merely able to realize limited unmanned After function on duty, and event generation, it is impossible to realize the autonomous linkage behavior starting and being correlated with, in addition it is also necessary to depend on Rely the operation of people, make the fair and just property of examination the most effectively be promoted, the demand of personnel is not had yet Reduce with realizing essence.Other similar unattended systems, are all single perceptive modes, it is achieved have The unmanned of limit.Also there is a unattended concept in other industry field, but all with described patent be System framework, method and apparatus employing has significantly different, is the most all enumerating of simple equipment, real The most well link fusion.
Summary of the invention
The technical problem to be solved is to provide a kind of behavior to examinee, body posture and face Expression carries out sensing and analyzing, it is achieved the most unmanned invigilator, improves the essence judging examinee's abnormal phenomena Parasexuality, it is ensured that the justice of examination, examination monitoring method just, objective, system and examination hall watch-dog.
The technical scheme is that a kind of examination hall watch-dog, including:
Infrared circumference sensor, for sensing examinee's behavior of crossing the border in examination process, generates Cross the border induced signal;
Human body posture sensor, for sensing examinee's attitude in examination process, generates attitude Induced signal;
Facial recognition photographic head, for sensing examinee's facial expression in examination process, generates Facial expression induced signal;
Processor, for carrying out the induced signal that crosses the border, attitude induced signal and facial expression induced signal Process, when any one of the induced signal that crosses the border, attitude induced signal or facial expression induced signal, data surpass When crossing its corresponding threshold value, generate early warning signal and examinee is warned.
The invention has the beneficial effects as follows: known by infrared circumference sensor, human body posture sensor and face Other photographic head realize respectively examinee is crossed the border behavior, attitude and facial expression carry out sensing identify, and will It is compared with setting value, so that it is determined that the cheating of examinee, and make early warning and warning, promote The precision that examinee abnormal phenomena is judged;Avoid artificial monitoring and there is the subjective impact of judgement;Can To realize unmanned invigilator, reduce monitoring expense.
Another technical scheme that the present invention solves above-mentioned technical problem is as follows: a kind of examination monitoring system, bag Include examination hall watch-dog and examination hall manager;
Described examination hall manager is for receiving the induced signal that crosses the border of examination hall watch-dog collection, attitude sensing letter Number, facial expression induced signal and early warning information, generate daily record and carry out and store management;And to examinee's Behavior act carries out video monitoring, generates behavior video monitoring signal.
The invention has the beneficial effects as follows: realize examinee is existed by multiple examination halls watch-dog and examination hall manager Behavior act in examination process carries out video monitoring, it is possible to achieve unmanned invigilator, reduces monitoring expense; Realize the storage to monitoring information simultaneously.
Further, described examination hall manager includes behavior photographic head, and described behavior photographic head is for examinee Health behavior act in examination process carries out video monitoring, generates behavior video monitoring signal.
Above-mentioned further scheme is used to provide the benefit that: behavior photographic head can carry out video to behavior act Monitoring, it is simple to remotely monitor, thus avoid the dispute neutralized afterwards of getting over.
Further, also including that watch-dog is maked an inspection tour in examination district, watch-dog is maked an inspection tour for being known by video in described examination district Behavior video monitoring signal is processed by other algorithm, generates the behavior state signal of examinee, when behavior shape The data of state signal exceed setting value, then corresponding generation caution signals transmission carries out examination hall to examination hall manager Cheating warning, the induced signal that crosses the border that examination hall manager is stored, attitude induced signal, facial expression sense Induction signal and early warning signal, and its caution signals carries out examination district log management and backup.
Above-mentioned further scheme is used to provide the benefit that: to realize examinee's behavior in examination process is moved Make to differentiate, and it is compared with setting value, so that it is determined that the cheating of examinee, and make Warning, improves the precision judging examinee's abnormal phenomena;Avoid artificial monitoring and there is the master of judgement Viewing rings;Unmanned invigilator can be realized, reduce monitoring expense.
Further, described examination district is maked an inspection tour watch-dog and is included network cameras, and described Internet video images Machine for carrying out video frequency tracking monitoring shooting to the examination hall producing early warning signal.
Above-mentioned further scheme is used to provide the benefit that: to be easy to examination district by network cameras and make an inspection tour Unit is remotely maked an inspection tour, and the examination hall or examinee producing early warning signal carries out video frequency tracking monitoring shooting, Improve the accurate differentiation to cheating further.
Further, described examination district is maked an inspection tour watch-dog and the data of behavior state signal are exceeded setting value is counted Number, when the data of behavior state signal exceed setting value once, then generates caution signals;Work as behavior state The data of signal exceed setting value twice, then generate secondary caution signals;Data when behavior state signal Exceed setting value three times, then generate and terminate examination signal.
Above-mentioned further scheme is used to provide the benefit that: by the data of status signal are exceeded setting value Count, it is achieved the Deviant Behavior of examinee is alerted, secondary warning and terminate examination and process, from And realize teleprocessing cheating, promote the ageing of monitoring.
Further, described examination district is maked an inspection tour watch-dog and is also included self-learning module, and described self-learning module is used Believe in induced signal that examinee is crossed the border, attitude induced signal, facial expression induced signal and behavior state Number data store and learn, obtain learning value;According to learning value to the first setting value and setting value It is adjusted.
Use above-mentioned further scheme to provide the benefit that: constantly to be learnt by self-learning module, adjust Setting value, thus improve student is crossed the border, attitude, facial expression and behavior state carry out what cheating differentiated Degree of accuracy, reduces the erroneous judgement to non-cheating.
Further, also including that higher level makes an inspection tour watch-dog, described higher level makes an inspection tour watch-dog for examination district day Will and caution signals carry out storage process, and generation instructs signal transmission to examine to examination district tour watch-dog Field cheating processes, and invigilator examination district and invigilator examination hall are carried out Network Video Surveillance and tour.
Above-mentioned further scheme is used to provide the benefit that: to realize the storage to monitoring information, it is simple to different The supervision unit of level is monitored checking, and improves the accurate differentiation to cheating, improves tour Convenience.
Further, described higher level makes an inspection tour watch-dog and includes monitoring remote video TV, described long-distance video Monitoring TV is for carrying out Network Video Surveillance and tour to invigilator examination district and invigilator examination hall.
Above-mentioned further scheme is used to provide the benefit that: by monitoring remote video TV, it is possible to achieve Invigilator examination district and invigilator examination hall are carried out remote network video monitoring and tour, improves convenience, effectively Prevent examination district from carrying out groupment cheating, improve the fair and just property of examination.
Another technical scheme that the present invention solves above-mentioned technical problem is as follows: a kind of examination monitoring method, bag Include following steps:
Examinee's behavior of crossing the border in examination process is sensed by step S1., generates the induced signal that crosses the border; Examinee's attitude in examination process is sensed, generates attitude induced signal;Examinee was being taken an examination Facial expression in journey senses, and generates facial expression induced signal;
The induced signal that crosses the border, attitude induced signal and facial expression induced signal are processed by step S2., It is exceeded respectively when the data of the induced signal that crosses the border, attitude induced signal or facial expression induced signal exceed First setting value, then generate early warning signal and carry out early warning and warning.
The invention has the beneficial effects as follows: known by infrared circumference sensor, human body posture sensor and face Other photographic head realize respectively examinee is crossed the border behavior, attitude and facial expression carry out sensing identify, and will It is compared with setting value, so that it is determined that the cheating of examinee, and make early warning and warning, promote The precision that examinee abnormal phenomena is judged;Avoid artificial monitoring and there is the subjective impact of judgement;Can To realize unmanned invigilator, reduce monitoring expense.
Accompanying drawing explanation
Fig. 1 is the module frame chart of a kind of examination monitoring system of the present invention;
Fig. 2 is the method flow diagram of a kind of examination hall of present invention watch-dog.
In accompanying drawing, the list of parts representated by each label is as follows:
1, infrared circumference sensor, 2, human body posture sensor, 3, facial recognition photographic head, 4, place Reason device, 5, examination hall watch-dog, 6, examination hall manager, 7, behavior photographic head, 8, examination district make an inspection tour monitoring Device, 9, network cameras, 10, self-learning module, 11, higher level make an inspection tour watch-dog, 12, remote Journey video monitoring TV.
Detailed description of the invention
Being described principle and the feature of the present invention below in conjunction with accompanying drawing, example is served only for explaining this Invention, is not intended to limit the scope of the present invention.
As it is shown in figure 1, a kind of examination hall watch-dog, including:
Infrared circumference sensor 1, for examinee's behavior of crossing the border in examination process is sensed, raw Become the induced signal that crosses the border;
Human body posture sensor 2, for sensing examinee's attitude in examination process, generates appearance State induced signal;
Facial recognition photographic head 3, for examinee's facial expression in examination process is sensed, raw Become facial expression induced signal;
Processor 4, for entering the induced signal that crosses the border, attitude induced signal and facial expression induced signal Row processes, when data any one of the induced signal that crosses the border, attitude induced signal or facial expression induced signal When exceeding its corresponding threshold value, generate early warning signal and examinee is warned.
A kind of examination monitoring system, including examination hall watch-dog 5 and examination hall manager 6;
Described examination hall manager 6 is for receiving the induced signal that crosses the border of examination hall watch-dog 5 collection, attitude sense Induction signal, facial expression induced signal and early warning information, generate daily record and carry out and store management;And to examining Raw behavior act carries out video monitoring, generates behavior video monitoring signal.
Preferably, described examination hall manager 6 includes that behavior photographic head 7, described behavior photographic head 7 are used for Examinee's health behavior act in examination process is carried out video monitoring, generates behavior video monitoring letter Number.
Preferably, also including that watch-dog 8 is maked an inspection tour in examination district, watch-dog 8 is maked an inspection tour for by regarding in described examination district Frequently behavior video monitoring signal is processed by recognizer, generates the behavior state signal of examinee, works as row Data for status signal exceed setting value, then corresponding generation caution signals transmission is entered to examination hall manager 6 The cheating warning of row examination hall, the induced signal that crosses the border that examination hall manager 6 is stored, attitude induced signal, face Portion's expression induced signal and early warning signal, and its caution signals carries out examination district log management and backup.
Preferably, tour watch-dog 8 in described examination district includes network cameras 9, described Internet video Video camera 9 for carrying out video frequency tracking monitoring shooting to the examination hall producing early warning signal.
Preferably, described examination district is maked an inspection tour watch-dog 8 and the data of behavior state signal are exceeded setting value is carried out Counting, when the data of behavior state signal exceed setting value once, then generates caution signals;When behavior shape The data of state signal exceed setting value twice, then generate secondary caution signals;Number when behavior state signal According to exceeding setting value three times, then generate and terminate examination signal.
Preferably, tour watch-dog 8 in described examination district also includes self-learning module 10, described self study mould Block 10 is for cross the border examinee induced signal, attitude induced signal, facial expression induced signal and row Data for status signal store and learn, and obtain learning value;According to learning value to the first setting value It is adjusted with setting value.
Preferably, also including that higher level makes an inspection tour watch-dog 11, described higher level makes an inspection tour watch-dog 11 for right Examination district daily record and caution signals carry out storage process, and generation instructs signal transmission to make an inspection tour watch-dog to examination district 8 carry out examination hall cheating process, and invigilator examination district and invigilator examination hall are carried out Network Video Surveillance and tour.
Preferably, described higher level makes an inspection tour watch-dog 11 and includes monitoring remote video TV 12, described remotely Video monitoring TV 12 is for carrying out Network Video Surveillance and tour to invigilator examination district and invigilator examination hall.
As in figure 2 it is shown, a kind of examination monitoring method, comprise the following steps:
Examinee's behavior of crossing the border in examination process is sensed by step S1., generates the induced signal that crosses the border; Examinee's attitude in examination process is sensed, generates attitude induced signal;Examinee was being taken an examination Facial expression in journey senses, and generates facial expression induced signal;
The induced signal that crosses the border, attitude induced signal and facial expression induced signal are processed by step S2., It is exceeded respectively when the data of the induced signal that crosses the border, attitude induced signal or facial expression induced signal exceed First setting value, then generate early warning signal and carry out early warning and warning.
Implementing the technical program, examinee is being taken an examination by the infrared circumference sensor 1 of multiple examination halls watch-dog 5 During the behavior of crossing the border sense, generate and cross the border induced signal;Human body posture sensor 2 is to examinee Attitude in examination process senses, and generates attitude induced signal;Facial recognition photographic head 3 is to examining Raw facial expression in examination process senses, and generates facial expression induced signal;Processor 4 is right Cross the border induced signal, attitude induced signal and facial expression induced signal processes, when the sensing letter that crosses the border Number, the data of attitude induced signal or facial expression induced signal exceed and exceed its first setting value respectively, Then generate early warning signal and examinee is carried out early warning and warning;Behavior photographic head 7 to examinee in examination process Behavior act carry out video monitoring;
Examination hall manager 6 is connected by cable network or wireless network with multiple examination halls watch-dog 5, described The induced signal that crosses the border, attitude induced signal, facial expression induced signal and early warning are believed by examination hall manager 6 Number, and behavior photographic head 5 generate behavior video monitoring signal carry out log management and check;
Described examination district is maked an inspection tour watch-dog 8 and is connected by cable network or wireless network with described examination hall manager 6 Connecing, described examination district is maked an inspection tour watch-dog 8 and is processed behavior video monitoring signal by video recognition algorithms, Video recognition algorithms is dynamic video identification technology and the SVM algorithm of gridding, generates the behavior shape of examinee State signal, when the data of behavior state signal exceed setting value, then the corresponding caution signals that generates transmits to examining Field manager 6 carries out examination hall cheating warning, starts network cameras 9 simultaneously, and Internet video images Machine 9 carries out video frequency tracking monitoring shooting to the examination hall or examinee that produce early warning signal;To cross the border induced signal, Attitude induced signal, facial expression induced signal, early warning signal and caution signals carry out examination district log management And backup, examinee is crossed the border induced signal, attitude induced signal, face by self-learning module 10 simultaneously The data of expression induced signal and behavior state signal store and learn, and obtain learning value;According to study First setting value and setting value are adjusted by value.
Described higher level makes an inspection tour watch-dog 11 and makes an inspection tour watch-dog 8 by cable network or wireless with described examination district Network connects, and described higher level makes an inspection tour watch-dog 11 and checks examination district daily record and caution signals, and raw Become to instruct signal transmission to make an inspection tour watch-dog 8 to examination district and carry out examination hall cheating process, and to invigilator examination district and prison Examination hall carries out Network Video Surveillance and tour.
By multiple examination halls watch-dog 5, examination hall manager 6, watch-dog 8 is maked an inspection tour in examination district and higher level makes an inspection tour The coordinate operation of watch-dog 11, it is achieved examinee's behavior act in examination process is differentiated, and It is compared with setting value, so that it is determined that the cheating of examinee, and make warning, it is right to improve The precision that examinee's abnormal phenomena judges;Avoid artificial monitoring and there is the subjective impact of judgement;Can be real Existing unmanned invigilator, reduces monitoring expense;Realize the storage to monitoring information, it is simple to different levels simultaneously Supervision unit is monitored checking, and improves the accurate differentiation to cheating, improves the facility of tour Property.
The foregoing is only presently preferred embodiments of the present invention, not in order to limit the present invention, all in the present invention Spirit and principle within, any modification, equivalent substitution and improvement etc. made, should be included in this Within bright protection domain.

Claims (10)

1. an examination hall watch-dog, it is characterised in that including:
Infrared circumference sensor (1), for examinee's behavior of crossing the border in examination process is sensed, Generation is crossed the border induced signal;
Human body posture sensor (2), for examinee's attitude in examination process is sensed, raw Become attitude induced signal;
Facial recognition photographic head (3), for examinee's facial expression in examination process is sensed, Generate facial expression induced signal;
Processor (4), for the induced signal that crosses the border, attitude induced signal and facial expression sensing letter Number process, when any one of the induced signal that crosses the border, attitude induced signal or facial expression induced signal When data exceed its corresponding threshold value, generate early warning signal and examinee is warned.
2. an examination monitoring system, it is characterised in that include the examination hall monitoring described in claim 1 Device (5) and examination hall manager (6);
Described examination hall manager (6) be used for receiving the induced signal that crosses the border that examination hall watch-dog (5) gathers, Attitude induced signal, facial expression induced signal and early warning information, generate daily record and carry out and store management; And the behavior act of examinee is carried out video monitoring, generate behavior video monitoring signal.
A kind of examination monitoring system, it is characterised in that described examination hall is managed Reason device (6) includes behavior photographic head (7), and described behavior photographic head (7) is for taking an examination to examinee During health behavior act carry out video monitoring, generate behavior video monitoring signal.
4. according to examination monitoring system a kind of described in Claims 2 or 3, it is characterised in that also include Watch-dog (8) is maked an inspection tour in examination district, and watch-dog (8) is maked an inspection tour for by video recognition algorithms pair in described examination district Behavior video monitoring signal processes, and generates the behavior state signal of examinee, when behavior state signal Data exceed setting value, then corresponding generation caution signals transmission carries out examination hall work to examination hall manager (6) Fraud warning, the induced signal that crosses the border that examination hall manager (6) is stored, attitude induced signal, face table Emotion induction signal and early warning signal, and its caution signals carries out examination district log management and backup.
A kind of examination monitoring system, it is characterised in that described examination district is patrolled Include that network cameras (9), described network cameras (9) are used for depending on watch-dog (8) The examination hall producing early warning signal is carried out video frequency tracking monitoring shooting.
A kind of examination monitoring system, it is characterised in that described examination district is patrolled Depending on watch-dog (8), the data of behavior state signal are exceeded setting value to count, when behavior state is believed Number data exceed setting value once, then generate caution signals;Set when the data of behavior state signal exceed Definite value twice, then generate secondary caution signals;When the data of behavior state signal exceed setting value three times, Then generate and terminate examination signal.
A kind of examination monitoring system, it is characterised in that described examination district is patrolled Also including self-learning module (10) depending on watch-dog (8), described self-learning module (10) is for examining The raw induced signal that crosses the border, attitude induced signal, facial expression induced signal and the number of behavior state signal According to storing and learning, obtain learning value;According to learning value, the first setting value and setting value are adjusted Whole.
A kind of examination monitoring system, it is characterised in that also include higher level Making an inspection tour watch-dog (11), described higher level makes an inspection tour watch-dog (11) for examination district daily record and warning letter Number carry out storage process, and generate and instruct signal transmission to make an inspection tour watch-dog (8) to examination district to carry out examination hall work Fraud processes, and invigilator examination district and invigilator examination hall are carried out Network Video Surveillance and tour.
A kind of examination monitoring system, it is characterised in that described higher level patrols Monitoring remote video TV (12), described monitoring remote video TV (12) is included depending on watch-dog (11) For invigilator examination district and invigilator examination hall are carried out Network Video Surveillance and tour.
10. an examination monitoring method, it is characterised in that comprise the following steps:
Examinee's behavior of crossing the border in examination process is sensed by step S1., generates the induced signal that crosses the border; Examinee's attitude in examination process is sensed, generates attitude induced signal;Examinee was being taken an examination Facial expression in journey senses, and generates facial expression induced signal;
Step S2. to the induced signal that crosses the border, attitude induced signal and facial expression induced signal at Reason, when data any one of the induced signal that crosses the border, attitude induced signal or facial expression induced signal exceed During its corresponding threshold value, generate early warning signal and examinee is warned.
CN201610329334.2A 2016-05-18 2016-05-18 Examination monitoring method and system and examination room monitor Pending CN106023516A (en)

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陈奋军: "基于Latent SVM的行为识别方法及其在考场监控中的应用", 《中国优秀硕士学位论文全文数据库信息科技辑》 *

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CN106919922A (en) * 2017-03-07 2017-07-04 佛山市金蓝领教育科技有限公司 A kind of anti-cheating Distant Evaluation System
CN106920194A (en) * 2017-03-07 2017-07-04 佛山市金蓝领教育科技有限公司 A kind of anti-cheating remote test method
WO2019001597A3 (en) * 2017-06-29 2019-04-04 Institucion Universitaria Salazar Y Herrera System for monitoring and providing assistance to a user in an enclosed space
CN107358555A (en) * 2017-07-14 2017-11-17 安徽智星交通科技股份有限公司 Teaching monitoring and managing method and system
CN108961115A (en) * 2018-07-02 2018-12-07 百度在线网络技术(北京)有限公司 Method, apparatus, equipment and the computer readable storage medium of teaching data analysis
CN109525818A (en) * 2018-12-19 2019-03-26 中国地质大学(武汉) A kind of invigilator's special intelligent camera system based on eLTE-IoT
CN109726663A (en) * 2018-12-24 2019-05-07 广东德诚科教有限公司 Online testing monitoring method, device, computer equipment and storage medium
CN111145060A (en) * 2020-01-16 2020-05-12 南京思特齐科技有限公司 Distributed anti-cheating system for examination
CN111815878A (en) * 2020-07-08 2020-10-23 六盘水达安驾驶培训有限公司 System for detecting cheating of examinee by using sound and video
CN112153342A (en) * 2020-09-24 2020-12-29 成都锐美动力科技有限公司 Multi-scene real-time emergency plan starting system based on video images
CN116153312A (en) * 2023-03-05 2023-05-23 广州网才信息技术有限公司 Online pen test method and device using voice recognition

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Application publication date: 20161012