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Title: :  WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION
PaperId: :  28293
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 12 Issue 2 2026
DUI:    16.0415/IJARIIE-28293
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
sohel sayyadPriyadershini College Of Engineering
soheb pathanPriyadershini College Of Engineering
akash bisen Priyadershini College Of Engineering
sheron sheikh Priyadershini College Of Engineering
sumit kalbandePriyadershini College Of Engineering
Nikesh AotePriyadershini College Of Engineering

Abstract

computer Engineering
Abuse detection, word-level blurring, OCR, multilingual NLP, parallel processing, content moderation, real-time systems, two-stage detection
Traditional screen abuse detection systems employ region-based blurring that obscures entire screen sections, causing significant visual disruption and poor user experience. This paper presents a novel word-level blur approach that uses optical character recognition (OCR) combined with natural language processing (NLP) to detect and blur only specific offensive words rather than entire regions. Our system employs a two-stage detection pipeline combining fast wordlist matching with context-aware NLP classification, partitioning the screen into nine parallel processing zones to achieve real-time performance. Experimental evaluation demonstrates 100ms frame processing time with 95%+ accuracy on clear text, representing 78% reduction in visual disruption compared to region-based methods while maintaining equivalent detection rates. The system supports English and Hindi text processing with transliteration handling and operates effectively in both GUI and headless deployment modes. User studies with 50 participants show 91% recommendation rate and significantly improved satisfaction scores over traditional region-based approaches, validating the practical benefits of surgical content filtering over blunt region-based methods.

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IJARIIE sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, and Nikesh Aote. "WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION" International Journal Of Advance Research And Innovative Ideas In Education Volume 12 Issue 2 2026 Page 1256-1270
MLA sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, and Nikesh Aote. "WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION." International Journal Of Advance Research And Innovative Ideas In Education 12.2(2026) : 1256-1270.
APA sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, & Nikesh Aote. (2026). WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION. International Journal Of Advance Research And Innovative Ideas In Education, 12(2), 1256-1270.
Chicago sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, and Nikesh Aote. "WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION." International Journal Of Advance Research And Innovative Ideas In Education 12, no. 2 (2026) : 1256-1270.
Oxford sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, and Nikesh Aote. 'WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION', International Journal Of Advance Research And Innovative Ideas In Education, vol. 12, no. 2, 2026, p. 1256-1270. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/WORD_LEVEL_BLUR_FOR_REAL_TIME_SCREEN_ABUSE_DETECTION__IMPLEMENTATION_AND_EVALUATION_ijariie28293.pdf (Accessed : ).
Harvard sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, and Nikesh Aote. (2026) 'WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION', International Journal Of Advance Research And Innovative Ideas In Education, 12(2), pp. 1256-1270IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/WORD_LEVEL_BLUR_FOR_REAL_TIME_SCREEN_ABUSE_DETECTION__IMPLEMENTATION_AND_EVALUATION_ijariie28293.pdf (Accessed : )
IEEE sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, and Nikesh Aote, "WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION," International Journal Of Advance Research And Innovative Ideas In Education, vol. 12, no. 2, pp. 1256-1270, Mar-App 2026. [Online]. Available: http://ijariie.com/AdminUploadPdf/WORD_LEVEL_BLUR_FOR_REAL_TIME_SCREEN_ABUSE_DETECTION__IMPLEMENTATION_AND_EVALUATION_ijariie28293.pdf [Accessed : ].
Turabian sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, and Nikesh Aote. "WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 12 number 2 ().
Vancouver sohel sayyad, soheb pathan, akash bisen , sheron sheikh , sumit kalbande, and Nikesh Aote. WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATION. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2026 [Cited : ]; 12(2) : 1256-1270. Available from: http://ijariie.com/AdminUploadPdf/WORD_LEVEL_BLUR_FOR_REAL_TIME_SCREEN_ABUSE_DETECTION__IMPLEMENTATION_AND_EVALUATION_ijariie28293.pdf
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