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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: June 2026
Volume 11 | Issue 6
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Impact Factor : 8.14
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Volume Published : 11
Issue Published : 121
Article Submitted : 24719
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Total Authors : 24865
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| Paper Title: | Unified Intelligent Proctoring System for Remote and Classroom Exams Using Multimodal Transformer |
| Authors Name: | DHARNISH K M , RAJESH I , AKASHKUMAR R , SRI GOKULAKANNAN |
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IJRTI_212000
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| Published Paper Id: | IJRTI2605014 |
| Published In: | Volume 11 Issue 5, May-2026 |
| DOI: | |
| Abstract: | The transition toward decentralized educational structures has deeply complicated the enforcement of academic integrity. Conventional proctoring approaches demand unsustainable human capital, while modern digital countermeasures typically default to rigid browser-lockdown applications. These isolated utilities successfully restrict local operating system navigation but entirely fail to observe external physical cheating vectors, leaving assessments vulnerable. To resolve these systemic deficiencies, this paper introduces the Unified Intelligent Proctoring System, a comprehensive monitoring architecture engineered for both virtual and physical examination scenarios. The processing engine centers on a Multimodal Temporal Transformer built upon the PyTorch framework, which simultaneously ingests and evaluates tripartite data streams: spatial visual characteristics, acoustic irregularity markers, and continuous behavioral telemetry from peripheral devices. Unlike conventional single-modality detection methods that frequently trigger erroneous flags, this system leverages temporal self-attention to intelligently distinguish between fleeting benign movements and prolonged fraudulent activities. The technological delivery vehicle consists of a reactive user interface paired with a high-performance Python server. By utilizing persistent bidirectional WebSocket connections, the platform dynamically aggregates the multimodal evaluations into a granular risk score, actively broadcasting diagnostic insights directly to an administrative dashboard. This synchronized fusion of deep learning and real-time web technologies establishes an automated, highly scalable invigilation environment that guarantees objective assessment conditions and minimizes administrative oversight fatigue. |
| Keywords: | Academic integrity , artificial intelligence , behavioral analysis , computer vision , multimodal temporal transformer , real-time monitoring , suspicion index. |
| Cite Article: | "Unified Intelligent Proctoring System for Remote and Classroom Exams Using Multimodal Transformer", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2456-3315, Vol.11, Issue 5, page no.a95-a103, May-2026, Available :http://www.ijrti.org/papers/IJRTI2605014.pdf |
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2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2605014
Registration ID:212000
Published In: Volume 11 Issue 5, May-2026
DOI (Digital Object Identifier):
Page No: a95-a103 Country: salem, Tamilnadu, India Research Area: Computer Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2605014 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2605014 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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