Video Analytics Using Deep Learning

2021 ◽  
pp. 221-255
Author(s):  
Vaibhav Verdhan
Keyword(s):  
Deep Learning ◽  
Video Analytics

scholarly journals Deep-Framework: A Distributed, Scalable, and Edge-Oriented Framework for Real-Time Analysis of Video Streams

Sensors ◽  
2021 ◽  
Vol 21 (12) ◽  
pp. 4045
Author(s):  
Alessandro Sassu ◽  
Jose Francisco Saenz-Cogollo ◽  
Maurizio Agelli
Keyword(s):  
Deep Learning ◽  
Real Time ◽  
Video Data ◽  
Video Analytics ◽  
Web Based ◽  
Real Time Analysis ◽  
Open Source Framework ◽  
Cluster Configuration ◽  
Time Requirements ◽  
High Level

Edge computing is the best approach for meeting the exponential demand and the real-time requirements of many video analytics applications. Since most of the recent advances regarding the extraction of information from images and video rely on computation heavy deep learning algorithms, there is a growing need for solutions that allow the deployment and use of new models on scalable and flexible edge architectures. In this work, we present Deep-Framework, a novel open source framework for developing edge-oriented real-time video analytics applications based on deep learning. Deep-Framework has a scalable multi-stream architecture based on Docker and abstracts away from the user the complexity of cluster configuration, orchestration of services, and GPU resources allocation. It provides Python interfaces for integrating deep learning models developed with the most popular frameworks and also provides high-level APIs based on standard HTTP and WebRTC interfaces for consuming the extracted video data on clients running on browsers or any other web-based platform.

Editorial for special section of video analytics with deep learning

2017 ◽  
Vol 68 ◽  
pp. 333
Author(s):  
Tao Mei ◽  
Jason Corso ◽  
Jiebo Luo
Keyword(s):  
Deep Learning ◽  
Special Section ◽  
Video Analytics

DeepDecision: A Mobile Deep Learning Framework for Edge Video Analytics

2018 ◽  
Author(s):  
Xukan Ran ◽  
Haolianz Chen ◽  
Xiaodan Zhu ◽  
Zhenming Liu ◽  
Jiasi Chen
Keyword(s):  
Deep Learning ◽  
Video Analytics ◽  
Learning Framework

scholarly journals Deep Learning Hyper-Parameter Optimization for Video Analytics in Clouds

2019 ◽  
Vol 49 (1) ◽  
pp. 253-264 ◽  
Author(s):  
Muhammad Usman Yaseen ◽  
Ashiq Anjum ◽  
Omer Rana ◽  
Nikolaos Antonopoulos
Keyword(s):  
Deep Learning ◽  
Parameter Optimization ◽  
Video Analytics
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