Video big data analytics in the cloud: A reference architecture, survey, opportunities, and open research issues

A Alam, I Ullah, YK Lee - IEEE Access, 2020 - ieeexplore.ieee.org
… the-art literature on video big data analytics in the cloud. It also aims … video analytics
challenges, big data solutions, and cloud … the video analytics domain and the characteristics of …

Live video analytics as a service

GH Apostolo, P Bauszat, V Nigade, HE Bal… - Proceedings of the 2nd …, 2022 - dl.acm.org
… of the video analytics pipelines across the device-edge-cloud computing continuum to …
Consequently, they are hard to generalize to support arbitrary or multiple video analytics tasks. …

Enabling edge-cloud video analytics for robotics applications

Y Wang, W Wang, D Liu, X Jin, J Jiang… - … Transactions on Cloud …, 2022 - ieeexplore.ieee.org
… the prior edge-cloud systems. We present Runespoor, an edge-cloud video analytics system
to … Runespoor is efficient to support our target applications. Note that CloudSeg [31] only …

Towards cloud-edge collaborative online video analytics with fine-grained serverless pipelines

M Zhang, F Wang, Y Zhu, J Liu, Z Wang - Proceedings of the 12th ACM …, 2021 - dl.acm.org
… CEVAS, a cloud-edge collaborative video analytics system, … and cloud by taking into account
the characteristics of the video … -world video stream characteristics towards supporting the …

Vabus: Edge-cloud real-time video analytics via background understanding and subtraction

H Wang, Q Li, H Sun, Z Chen, Y Hao… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
… , existing video analytics solutions … video content is happening and the context-dependent
characteristics under the hood. In this work, we propose VaBUS, a real-time video analytics

Decomposable intelligence on cloud-edge iot framework for live video analytics

Y Zhang, JH Liu, CY Wang… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… 7(b), we observe that Edge Only could not support high accuracy video analytics and
Cloud-Edge has an advantage over Edge Only at this time. Besides, when the accuracy …

RES: Real-time video stream analytics using edge enhanced clouds

M Ali, A Anjum, O Rana, AR Zamani… - … on Cloud …, 2020 - ieeexplore.ieee.org
… are the two major concerns in video analytics. The accuracy of the analytics process has …
The use of a cloud platform to support stream processing has been successfully exploited in …

Cloud‐based video analytics using convolutional neural networks

MU Yaseen, A Anjum, M Farid… - Software: Practice and …, 2019 - Wiley Online Library
… Traditional video analytics systems work on shallow … a cloud-based video analytics
system based on an optimally tuned convolutional neural network to classify objects from video

Traffic monitoring using video analytics in clouds

T Abdullah, A Anjum, MF Tariq, Y Baltaci… - … on Utility and Cloud …, 2014 - ieeexplore.ieee.org
… a video stream acquisition, processing and analytics framework … for video stream capture,
storage and analysis using a cloudcloud based video analytics approaches do not support

Modeling and analysis of a deep learning pipeline for cloud based video analytics

MU Yaseen, A Anjum, N Antonopoulos - Proceedings of the Fourth IEEE …, 2017 - dl.acm.org
… with least human assistance and external support. The validation of the system is performed
… size comprising of 88,432 video frames on an 8 node cloud. The extensive experimentation …