[HTML][HTML] Horizontal review on video surveillance for smart cities: Edge devices, applications, datasets, and future trends

MA Ezzat, MA Abd El Ghany, S Almotairi, MAM Salem - Sensors, 2021 - mdpi.com
The automation strategy of today's smart cities relies on large IoT (internet of Things)
systems that collect big data analytics to gain insights. Although there have been recent …

Opportunities, applications, and challenges of edge-AI enabled video analytics in smart cities: a systematic review

E Badidi, K Moumane, F El Ghazi - IEEE Access, 2023 - ieeexplore.ieee.org
Video analytics with deep learning techniques has generated immense interest in academia
and industry, captivating minds with its transformative potential. Deep learning techniques …

Case study: IBM smart surveillance system

C Feris, A Hampapur, Y Zhai, R Bobbitt… - Yunqian Ma et al …, 2009 - books.google.com
Urban environments present unique challenges from the perspective of surveillance and
security. High volumes of activity data, different weather conditions, crowded scenes …

Video analytics-killer app for edge computing

G Ananthanarayanan, V Bahl, L Cox, A Crown… - Proceedings of the 17th …, 2019 - dl.acm.org
The world is witnessing an unprecedented increase in camera deployment. The USA and
UK, for instance, have one camera for every 8 people. Video analytics from these cameras …

Towards machine vision-based video analysis in smart cities: a survey, framework, applications and open issues

A Sabha, A Selwal - Multimedia Tools and Applications, 2023 - Springer
The multifarious video contents generated through various applications is growing
exponentially resulting in huge volumes. Analyzing these contents manually is a …

Hierarchical video surveillance architecture: A chassis for video big data analytics and exploration

SO Ajiboye, P Birch, C Chatwin… - Video Surveillance and …, 2015 - spiedigitallibrary.org
There is increasing reliance on video surveillance systems for systematic derivation,
analysis and interpretation of the data needed for predicting, planning, evaluating and …

A systematic review of intelligence video surveillance: Trends, techniques, frameworks, and datasets

GF Shidik, E Noersasongko, A Nugraha… - IEEE …, 2019 - ieeexplore.ieee.org
Video surveillance systems obtain a great interest as application-oriented studies that have
been growing rapidly in the past decade. The most recent studies attempt to integrate …

Light-weight AI and IoT collaboration for surveillance video pre-processing

Y Liu, L Kong, G Chen, F Xu, Z Wang - Journal of Systems Architecture, 2021 - Elsevier
As one of the internet of things (IoT) use cases, wireless surveillance systems are rapidly
gaining popularity due to their easier deployability and improved performance. Videos …

Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
With the installation of enormous public safety and transportation infrastructure cameras,
video analytics has come to play an essential part in public safety. Typically, video analytics …

A novel application/infrastructure co-design approach for real-time edge video analytics

M Mendieta, C Neff, D Lingerfelt, C Beam… - 2019 …, 2019 - ieeexplore.ieee.org
Recent advances in machine learning and deep learning have enabled many existing
applications in smart cities, autonomous systems, and wearable devices. These applications …