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[IEEE 2018 NASA/ESA Conference on Adaptive Hardware and Systems (AHS) - Edinburgh, United Kingdom (2018.8.6-2018.8.9)] 2018 NASA/ESA Conference on Adaptive Hardware and Systems (AHS) - Towards the design of smart video-surveillance system

DOI:10.1109/ahs.2018.8541480 出版年份:2018 更新时间:2025-09-11 14:15:04
摘要: Security and monitoring systems are increasingly demanding in terms of quality, reliability and ?exibility especially those dedicated to video surveillance. The aim of this study is to identify some limiting factors in the existing video-surveillance systems and to propose a set of best practices for developing a smart platform for a security monitoring system incorporating advanced techniques for video processing and analysis. In this work, we focus on the effect of the video quality on the biometric part of the video-surveillance systems for public security. In such systems, face detection and recognition from video sequences acquired from surveillance cameras, are challenging tasks, due to presence of strong illumination variations, noise, and changes in facial expressions. In this paper, we mainly focus on the illumination issue occurred in video surveillance. The low light video data is processed using a perceptual based approach, namely multi-scale Retinex method, to improve the video quality, followed by face detection. The experimental results demonstrate signi?cant performance improvement in face detection and recognition, by improving the illumination of video sequences over the unprocessed video data.
作者: Azeddine Beghdadi,Muhammad Asim,Noor Almaadeed,Muhammad Ali Qureshi
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To identify limiting factors in existing video-surveillance systems and propose best practices for developing a smart platform incorporating advanced video processing and analysis techniques, focusing on the effect of video quality on biometric parts of the system.

The work demonstrates the importance of image quality enhancement in video-surveillance, particularly in improving face detection and recognition performance under low illumination conditions. Future work includes studying distortions from video compression and transmission and using a learning process to estimate video quality and identify distortions for appropriate enhancement methods.

The study is limited to the effect of illumination on object/face detection and re-identification. Other distortions and artifacts from video compression and transmission are mentioned as important issues but not addressed in this work.

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