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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
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Published Paper Details:
Paper Title
A Survey on YOLOv8-based Anomaly and Violence Detection for Intelligent Surveillance.
Authors
Krushna Bhati, Kaustubh Bhore, Mahesh Mane, Santosh Panpatil, Pankaj Dhage
Keywords
YOLOv8, Anomaly Detection, Violence Detection, Intelligent Surveillance, Deep Learning, Real-Time Monitoring
Abstract
Ensuring public safety requires surveillance systems that can detect abnormal and violent activities in real-time. Traditional CCTV monitoring depends on human attention and often leads to delayed response or oversight. To address this, deep learning-based models have become crucial. This survey highlights the capabilities of YOLOv8, an advanced object detection model, for anomaly and violence detection. YOLOv8 offers higher accuracy, faster inference, and improved feature representation compared to earlier YOLO versions, making it suitable for intelligent surveillance. The study reviews its applications, datasets, challenges, and performance considerations, concluding that YOLOv8 provides an effective framework for real-time automated monitoring and security enhancement.
IJCRT's Publication Details
Unique Identification Number - IJCRT2511225
Paper ID - 296283
Page Number(s) - b785-b790
Pubished in - Volume 13 | Issue 11 | November 2025
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Krushna Bhati, Kaustubh Bhore, Mahesh Mane, Santosh Panpatil, Pankaj Dhage, "A Survey on YOLOv8-based Anomaly and Violence Detection for Intelligent Surveillance.", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 11, pp.b785-b790, November 2025, Available at :http://www.ijcrt.org/papers/IJCRT2511225.pdf
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Submit Manuscript Online Impact Factor: 7.97 Review Results : Within 02-03 Days Paper Publication : Within 02-03 Days
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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