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Deep Learning Models for Detecting Cheating in Online Exams
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作者 Siham Essahraui Ismail Lamaakal +6 位作者 Yassine Maleh Khalid El Makkaoui Mouncef Filali Bouami Ibrahim Ouahbi May Almousa Ali Abdullah S.Al Qahtani Ahmed A.Abd El-Latif 《Computers, Materials & Continua》 2025年第11期3151-3183,共33页
The rapid shift to online education has introduced significant challenges to maintaining academic integrity in remote assessments,as traditional proctoring methods fall short in preventing cheating.The increase in che... The rapid shift to online education has introduced significant challenges to maintaining academic integrity in remote assessments,as traditional proctoring methods fall short in preventing cheating.The increase in cheating during online exams highlights the need for efficient,adaptable detection models to uphold academic credibility.This paper presents a comprehensive analysis of various deep learning models for cheating detection in online proctoring systems,evaluating their accuracy,efficiency,and adaptability.We benchmark several advanced architectures,including EfficientNet,MobileNetV2,ResNet variants and more,using two specialized datasets(OEP and OP)tailored for online proctoring contexts.Our findings reveal that EfficientNetB1 and YOLOv5 achieve top performance on the OP dataset,with EfficientNetB1 attaining a peak accuracy of 94.59% and YOLOv5 reaching a mean average precision(mAP@0.5)of 98.3%.For the OEP dataset,ResNet50-CBAM,YOLOv5 and EfficientNetB0 stand out,with ResNet50-CBAMachieving an accuracy of 93.61% and EfficientNetB0 showing robust detection performance with balanced accuracy and computational efficiency.These results underscore the importance of selectingmodels that balance accuracy and efficiency,supporting scalable,effective cheating detection in online assessments. 展开更多
关键词 Anti-cheating model computer vision(CV) deep learning(DL) online exam proctoring neural networks facial recognition biometric authentication security of distance education
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暴露分析模拟系统(EXAMS)及其应用 被引量:1
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作者 王敏健 《国外环境科学技术》 CAS 1990年第2期1-7,共7页
本文介绍了暴露分析模拟系统(EXAMS)的基本内容,并对其在基础研究、化学品环境风险评价及实际水环境中有机污染物研究等方面的应用作了综述。
关键词 exams 暴露分析 模拟系统 环境评价
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Toward Developing a Syllabus-Oriented Computer-Based Question-Banks Software to Support Partially Computerized Exams
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作者 Sulieman Bani-Ahmad 《Journal of Software Engineering and Applications》 2015年第5期252-268,共17页
Aims: This study aims at designing and implementing syllabus-oriented question-bank system that is capable of producing paper-based exams with multiple forms along with answer keys. The developed software tool is nam... Aims: This study aims at designing and implementing syllabus-oriented question-bank system that is capable of producing paper-based exams with multiple forms along with answer keys. The developed software tool is named Χ(Chi)-Pro Milestone and supports four types of questions, namely: Multiple-choice, True/False, Short-Answer and Free-Response Essay questions. The study is motivated by the fact that student number in schools and universities is continuously growing at high, non-linear, and uncontrolled rates. This growth, however, is not accompanied by an equivalent growth of educational resources (mainly: instructors, classrooms, and labs). A direct result of this situation is having relatively large number of students in each classroom. It is observed that providing and using online-examining systems could be intractable and expensive. As an alternative, paper-based exams can be used. One main issue is that manually produced paper-based exams are of low quality because of some human factors such as instability and relatively narrow range of topics [1]. Further, it is observed that instructors usually need to spend a lot of time and energy in composing paper-based exams with multiple forms. Therefore, the use of computers for automatic production of paper-based exams from question banks is becoming more and more important. Methodology: The design and evaluation of X-Pro Milestone are done by considering a basic set of design principles that are based on a list of identified Functional and Non-Functional Requirements. Deriving those requirements is made possible by developing X-Pro Milestone using the Iterative and Incremental model from software engineering domain. Results: We demonstrate that X-Pro Milestone has a number of excellent characteristics compared to the exam-preparation and question banks tools available in market. Some of these characteristics are: ease of use and operation, user-friendly interface and good usability, high security and protection of the question bank-items, high stability, and reliability. Further, X-Pro Milestone makes initiating, maintaining and archiving Question-Banks and produced exams possible. Putting X-Pro Milestone into real use has showed that X-Pro Milestone is easy to be learned and effectively used. We demonstrate that X-Pro Milestone is a cost-effective alternative to online examining systems with more and richer features and with low infrastructure requirements. 展开更多
关键词 Exam Preparation Tools Syllabus-Oriented QUESTION Banks PARTIALLY COMPUTERIZED exams Iterative and Incremental SOFTWARE Development Model X-Pro Milestone
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Formation of an Original Database and Development of Innovative Deep Learning Algorithms for Detecting Face Impersonation in Online Exams
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作者 Konan Yao Tiémoman Kone Venance Saho Zoh 《Open Journal of Applied Sciences》 2023年第12期2223-2232,共10页
The issue related to the risk of identity impersonation, where one person can be replaced by another in online exam surveillance systems, poses challenges. This study focuses on the effectiveness of detecting attempts... The issue related to the risk of identity impersonation, where one person can be replaced by another in online exam surveillance systems, poses challenges. This study focuses on the effectiveness of detecting attempts of identity impersonation through face substitution during online exams, with the aim of ensuring the integrity of assessments. The goal is to develop facial recognition algorithms capable of precisely detecting these impersonations, training them on a tailored database rather than biased generic data. An original database of student faces has been created. An algorithm leveraging advanced deep learning techniques such as depthwise separable convolution has been developed and evaluated on this database. We achieved very high levels of precision, reaching an accuracy rate of 98% in face detection and recognition. 展开更多
关键词 Online exams Face Recognition Convolutional Neural Networks Data BIAS
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On College English Final Exams Within a University
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作者 刘红文 张克实 《海外英语》 2016年第21期67-69,共3页
This paper discusses the importance of a well-written college English final exam within a university at the end of each semester, the directive function of such an exam, the valuable informative feedback of the detail... This paper discusses the importance of a well-written college English final exam within a university at the end of each semester, the directive function of such an exam, the valuable informative feedback of the detailed scores, the necessity and importance of informing students of the general format of the exam and types of items as early as possible. It also deals with the importance of formative evaluation, the functions of regular scores, problems in retests that test-makers should pay attention to and the different organizations of test-makers. 展开更多
关键词 college English final exam PRINCIPLE achievement test proficiency test formative test
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FRAMEWORK FOR ORAL ENGLISH COURSE EXAMS
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作者 刘静 杨连瑞 《Chinese Journal of Applied Linguistics》 2006年第2期85-91,128,共8页
Little research has been conducted on Oral English course exams for tertiary-level English major students in China. Issues found in recent surveys of teachers and students of Oral English classes at four universities ... Little research has been conducted on Oral English course exams for tertiary-level English major students in China. Issues found in recent surveys of teachers and students of Oral English classes at four universities suggest that the Oral English course exam needs a theoretical model to ensure its reliability and validity and hence to better lead students' learning of spoken English. Applying language testing theories and using ethnographic methodologies, this paper attempts to propose such a model through discussing the problematic issues in current practice in Oral English course exams and defining the targeted oral English abilities to be examined. 展开更多
关键词 Oral English course exams theoretical model RELIABILITY validity operationality
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Postgraduate Admission Major Disappointment
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作者 Liu Ziyan 《China Weekly》 2026年第2期38-40,共3页
Students who target China's top universities for postgrad study are finding it harder to gain admission through the exam route,while others find that having higher qualifications is no longer the passport to a goo... Students who target China's top universities for postgrad study are finding it harder to gain admission through the exam route,while others find that having higher qualifications is no longer the passport to a good job it once was. 展开更多
关键词 QUALIFICATIONS exam route postgraduate admission job market top universities
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Should Exams Be Given on Weekends?
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《Beijing Review》 2010年第27期46-47,共2页
China’s national college entrance exam,which is set down for June 7 and 8,occurred on Monday and Tuesday this year.The exam caused extensive traffic jams incities and many parents had to take two days off work to acc... China’s national college entrance exam,which is set down for June 7 and 8,occurred on Monday and Tuesday this year.The exam caused extensive traffic jams incities and many parents had to take two days off work to accompany their children to the exam. 展开更多
关键词 Should exams Be Given on Weekends BE
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Should Teachers Be Made To Take the Same Exams as Their Students?
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《Beijing Review》 2008年第11期46-47,共2页
A teacher sitting alongside his/her students taking the same exam is something unheard of in high schools in China.However,in mid-January,over 8,000 high school teach- ers in northeast China’s Shenyang City took part... A teacher sitting alongside his/her students taking the same exam is something unheard of in high schools in China.However,in mid-January,over 8,000 high school teach- ers in northeast China’s Shenyang City took part in the final examination together with their students.This is a first for Shenyang’s education system and a move that is still new to most of China. The exam was organized after the Shenyang Education Bureau decided that monitoring the quality of local education would in future not only cover students but also the teachers.How the teachers do in the examination will be an important criterion in the teaching evaluation system. 展开更多
关键词 Should Teachers Be Made To Take the Same exams as Their Students BE
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Never Too Old to Take Exams?
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《Beijing Review》 2010年第27期47-47,共1页
This year marks the10th time 81-year-old Wang Xia took the national college entrance exam.Wang is a wellknown figure in Nanjing,capital of eastern Jiangsu Province.He became known to the public in 2001 at 72 when he e... This year marks the10th time 81-year-old Wang Xia took the national college entrance exam.Wang is a wellknown figure in Nanjing,capital of eastern Jiangsu Province.He became known to the public in 2001 at 72 when he entered 展开更多
关键词 Never Too Old to Take exams
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Exams, NEWSWEEK, and Rime
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作者 毛竹晨 《当代外语研究》 1998年第1期33-37,共5页
(1997/11/20) It is 9: 30 in the evening. I have just finished the final exam of Macroeconomics.It is scheduled from 7 p. m. to 10 p. m. It is not that difficult. But it takes me abouttwo hours to finish, because we ne... (1997/11/20) It is 9: 30 in the evening. I have just finished the final exam of Macroeconomics.It is scheduled from 7 p. m. to 10 p. m. It is not that difficult. But it takes me abouttwo hours to finish, because we need to write a lot and there is some computution to do. 展开更多
关键词 exams NEWSWEEK and Rime
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Fewer Cambodia Pupils Cheat on Final Exams
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作者 夏露涟 《当代外语研究》 2001年第9期18-19,共2页
我曾经在柬埔寨大使馆工作过,深知该国“高考”作弊现象之猖獗。政府终于下了决心,下了猛药:动用警察和宪兵,使用监视器!也许是神经过敏了,一场骚乱差点发生。因为,在一家书店发现了今年高考试题的答案!】
关键词 柬埔寨 监视器 Fewer Cambodia Pupils Cheat on Final exams
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My Thoughts on “Tiger Parenting”
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作者 赵庭艺 张笑笑(指导) 《疯狂英语(双语世界)》 2025年第3期74-74,共1页
Hello,everyone!I'm a fifth-grade student from Beijing.Today I want to talk about something I see a lot"tiger parenting".This means parents push their kids to study very hard.Many parents around me are li... Hello,everyone!I'm a fifth-grade student from Beijing.Today I want to talk about something I see a lot"tiger parenting".This means parents push their kids to study very hard.Many parents around me are like this.They send their kids to many after-school classes—online,inperson,big groups,small groups,even one-on-one lessons!Some parents give their kids a lot of extra homework.Others make them take many exams,like Olympic Math,KET,and PET.It feels like we always have to get certifi cates or we'll fall behind.Studying hard can be good. 展开更多
关键词 school classes exams CERTIFICATES tiger parenting extra homework studying hard lottiger parentingthis
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七选五阅读理解——应用文
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作者 金锋 《疯狂英语(新读写)》 2025年第8期64-68,共5页
好题精选Join the Study Program and boost your learning Who can join the Study Program?The Study Program welcomes all high school students seeking academic growth.Freshmen adjusting to new routines,seniors tackling exa... 好题精选Join the Study Program and boost your learning Who can join the Study Program?The Study Program welcomes all high school students seeking academic growth.Freshmen adjusting to new routines,seniors tackling exams and anyone needing extra support can benefit from it.Participants come from over fifty schools across the city.1.They share a common goal to achieve academic excellence. 展开更多
关键词 study program FRESHMEN academic excellence exams academic growth SENIORS study programthe high school students
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If Were an Imperial Exam Candidate
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作者 Lu Beirong 《China Book International》 2025年第6期68-73,共6页
Before the oral English test,students in Shanghai Listen to a short passage in Chinese:Life is Like an ocean.Only those with a strong will can reach the shore.Being an exam candidate in ancient China was exactly Like ... Before the oral English test,students in Shanghai Listen to a short passage in Chinese:Life is Like an ocean.Only those with a strong will can reach the shore.Being an exam candidate in ancient China was exactly Like that.Only the strong-willed could reach the shore.By the time the imperial examination system matured,competition became increasingly fierce.In the Ming and Oing dynasties,the plight of candidates was especiaUy harsh. 展开更多
关键词 oral english teststudents strong will Qing dynasty COMPETITION imperial examination system exam candidate Ming dynasty
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Disseminated mucormycosis originating from the stomach
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作者 Yongli Han Mengting Liu +1 位作者 Weiping Huang Hongke Zeng 《World Journal of Emergency Medicine》 2025年第5期508-510,共3页
Disseminated mucormycosis is a life-threatening fungal infection with high mortality,particularly in immunocompromised patients.Early diagnosis and prompt intervention are crutial but often delayed due to nonspecific ... Disseminated mucormycosis is a life-threatening fungal infection with high mortality,particularly in immunocompromised patients.Early diagnosis and prompt intervention are crutial but often delayed due to nonspecific presentations.Many studies have highlighted the challenges in emergency settings,where atypical symptoms may lead to misdiagnosis.We report a rare case of disseminated mucormycosis originating from the stomach in a pregnancy-induced thrombocytopenia(PITP)patient,emphasizing rapid gastroscopy examination,histopathological confi rmation,multidisciplinary management,and high-risk factors for hospital-acquired gastrointestinal mucormycosis infection. 展开更多
关键词 disseminated mucormycosis pregnancy induced thrombocytopenia rapid gastroscopy exam multidisciplinary management histopathological confirmation prompt intervention stomach origin rapid gastroscopy
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一种基于遗传算法的多缺陷定位方法 被引量:32
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作者 王赞 樊向宇 +1 位作者 邹雨果 陈翔 《软件学报》 EI CSCD 北大核心 2016年第4期879-900,共22页
基于程序频谱的缺陷定位方法可以有效地辅助开发人员定位软件内部缺陷,但大部分已有自动化方法在解决多缺陷定位问题时表现不佳,部分效果尚可的方法因复杂度较高或需要开发人员较多交互而仍需进一步改善.为改善上述问题,提出一种基于遗... 基于程序频谱的缺陷定位方法可以有效地辅助开发人员定位软件内部缺陷,但大部分已有自动化方法在解决多缺陷定位问题时表现不佳,部分效果尚可的方法因复杂度较高或需要开发人员较多交互而仍需进一步改善.为改善上述问题,提出一种基于遗传算法的多缺陷定位方法 GAMFal,具体来说:首先基于搜索的软件工程思想对多缺陷定位问题进行建模,构建了候选缺陷分布的染色体编码方式,并基于扩展的Ochiai系数计算个体的适应度值;随后使用遗传算法在解空间中搜索具有最高适应度值的候选缺陷分布,在终止条件被满足后返回最优解种群;最后根据这个种群对程序实体进行排序.这样开发人员可以依次对程序实体进行检查并最终确定多个缺陷的具体位置.实证研究以Siemens套件中的7个程序和Linux的3个程序(gzip、grep和sed)作为评测对象,并扩展传统的定位方法评测标准EXAM至EXAMF和EXAML,通过与其他经典的缺陷定位方法(Tarantula、Improved Tarantula及Ochiai)进行对比,并通过Friedman检测和最小显著性差异测试可得,提出的GAMFal方法在整体定位效率方面优于传统方法,且需要更少的人工交互.除此之外,GAMFal的执行时间也在可接受的范围之内. 展开更多
关键词 缺陷定位 多缺陷 基于搜索的软件工程 遗传算法 EXAM评价标准
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Subtle skills: Using objective structured clinical examinations to assess gastroenterology fellow performance in system based practice milestones 被引量:1
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作者 Marianna Papademetriou Gabriel Perrault +4 位作者 Max Pitman Colleen Gillespie Sondra Zabar Elizabeth Weinshel Renee Williams 《World Journal of Gastroenterology》 SCIE CAS 2020年第11期1221-1230,共10页
BACKGROUND System based practice(SBP) milestones require trainees to effectively navigate the larger health care system for optimal patient care. In gastroenterology training programs, the assessment of SBP is difficu... BACKGROUND System based practice(SBP) milestones require trainees to effectively navigate the larger health care system for optimal patient care. In gastroenterology training programs, the assessment of SBP is difficult due to high volume, high acuity inpatient care, as well as inconsistent direct supervision. Nevertheless,structured assessment is required for training programs. We hypothesized that objective structured clinical examination(OSCE) would be an effective tool for assessment of SBP.AIM To develop a novel method for SBP milestone assessment of gastroenterology fellows using the OSCE.METHODS For this observational study, we created 4 OSCE stations: Counseling an impaired colleague, handoff after overnight call, a feeding tube placement discussion, and giving feedback to a medical student on a progress note. Twentysix first year fellows from 7 programs participated. All fellows encountered identical case presentations. Checklists were completed by trained standardized patients who interacted with each fellow participant. A report with individual and composite scores was generated and forwarded to program directors to utilize in formative assessment. Fellows also received immediate feedback from a faculty observer and completed a post-session program evaluation survey.RESULTS Survey response rate was 100%. The average composite score across SBP milestones for all cases were 6.22(SBP1), 4.34(SBP2), 3.35(SBP3), and 6.42(SBP4)out of 9. The lowest composite score was in SBP 3, which asks fellows to advocate for cost effective care. This highest score was in patient care 2, which asks fellows to develop comprehensive management plans. Discrepancies were identified between the fellows’ perceived performance in their self-assessments and Standardized Patient checklist evaluations for each case. Eighty-seven percent of fellows agreed that OSCEs are an important component of their clinical training,and 83% stated that the cases were similar to actual clinical encounters. All participating fellows stated that the immediate feedback was "very useful." One hundred percent of the fellows stated they would incorporate OSCE learning into their clinical practice.CONCLUSION OSCEs may be used for standardized evaluation of SBP milestones. Trainees scored lower on SBP milestones than other more concrete milestones. Training programs should consider OSCEs for assessment of SBP. 展开更多
关键词 Objective structured clinical exams MEDICAL education MEDICAL error SYSTEM BASED PRACTICE MILESTONES GASTROENTEROLOGY
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Reducing Test Anxiety while Increasing Learning Efficiency:by Using Cheat Sheet in the College English Exam
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作者 夏英姿 项敏 《海外英语》 2011年第5X期61-62,共2页
Cheat sheets are so named because they may be used by students without the instructor's knowledge to cheat on a test.Student learning is greatly enhanced by studying prior to an exam.Allowing students to prepare a... Cheat sheets are so named because they may be used by students without the instructor's knowledge to cheat on a test.Student learning is greatly enhanced by studying prior to an exam.Allowing students to prepare a cheat sheet for the exam helps structure this study time and deepens learning.The crib sheet is well defined:one double-sided page of A4.An award for the best and most creative cheat sheet allows the instructor to appreciate the students' efforts.Using the cheat sheet can not only reduces student anxiety during testing but also incease student learning efficiency. 展开更多
关键词 assessment CHEAT SHEET student ANXIETY college EXAM
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