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Video Analytics with Zero-streaming Cameras [article]

Mengwei Xu, Tiantu Xu, Yunxin Liu, Felix Xiaozhu Lin
2021 arXiv   pre-print
How to query zero-streaming cameras efficiently? Our response is a camera/cloud runtime system called DIVA.  ...  To our knowledge, DIVA is the first system for querying large videos stored on low-cost remote cameras.  ...  DIVA To support querying zero-streaming cameras, we present a camera/cloud runtime called DIVA.  ... 
arXiv:1904.12342v4 fatcat:i2ecq7vgtrbkjcn2hqkx4vkrti

Real-Time Video Analytics: The Killer App for Edge Computing

Ganesh Ananthanarayanan, Paramvir Bahl, Peter Bodik, Krishna Chintalapudi, Matthai Philipose, Lenin Ravindranath, Sudipta Sinha
2017 Computer  
According to a 2015 report by IHS on the installed base for video surveillance equipment, there is a camera installed for every 29 people on the planet, with mature markets like the US having a camera  ...  or even 25Mbps for 4K video) and streaming large number of video feeds directly to the cloud might be infeasible.  ...  These organizations have the desire to execute continuous video analytics on all of their live camera streams (e.g. counting cars on all intersections).  ... 
doi:10.1109/mc.2017.3641638 fatcat:axnay55cong4vaqcratepofpa4

Multi-INT Query Language for DDDAS Designs

Alex J. Aved, Erik P. Blasch
2015 Procedia Computer Science  
In this manuscript, a live-video computing (LVC) approach is presented for access to data, comprehension of context, and analysis for context assessment.  ...  We explore developments in database systems which enable context to be extracted by userbased queries.  ...  Acknowledgements This work is partly supported by the Air Force Office of Scientific Research (AFOSR) under the Dynamic Data Driven Application Systems program and the Air Force Research Lab.  ... 
doi:10.1016/j.procs.2015.05.360 fatcat:jqrswfjofjeh5kf6o5rvn56aze

Video query processing in the VDBMS testbed for video database research

Walid Aref, Moustafa Hammad, Ann Christine Catlin, Ihab Ilyas, Thanaa Ghanem, Ahmed Elmagarmid, Mirette Marzouk
2003 Proceedings of the first ACM international workshop on Multimedia databases - MMDB 2003  
A video query processor must support video operations for search by content and streaming, new query types, and the incorporation of video methods and operators in generating, optimizing and executing  ...  As videos may be considered streams of consecutive image frames, video query processing can be expressed as continuous queries over video data streams.  ...  a video stream generated by a monitoring camera and a stored database of images.  ... 
doi:10.1145/951678.951682 fatcat:yalqlmg6ojcfdbhqfu433jjoxa

Video query processing in the VDBMS testbed for video database research

Walid Aref, Moustafa Hammad, Ann Christine Catlin, Ihab Ilyas, Thanaa Ghanem, Ahmed Elmagarmid, Mirette Marzouk
2003 Proceedings of the first ACM international workshop on Multimedia databases - MMDB 2003  
A video query processor must support video operations for search by content and streaming, new query types, and the incorporation of video methods and operators in generating, optimizing and executing  ...  As videos may be considered streams of consecutive image frames, video query processing can be expressed as continuous queries over video data streams.  ...  a video stream generated by a monitoring camera and a stored database of images.  ... 
doi:10.1145/951676.951682 dblp:conf/mmdb/ArefHCIGEM03 fatcat:y5qfqu2opjbrpplausu5fpxzk4

SEVA

Xiaotao Liu, Mark Corner, Prashant Shenoy
2009 ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)  
It produces a tagged stream that later can be used to efficiently search for videos or frames containing particular objects or people.  ...  Our experiments show that: (i) SEVA has zero error rates for static objects, except very close to the boundary of the viewable area; (ii) for moving objects or a moving camera, SEVA only misses objects  ...  This work was supported in part by NSF grants CCR-0219520, EIA-0080119, CNS-0520729, CNS-0519881, CNS-0447877 and DUE-0416863.  ... 
doi:10.1145/1556134.1556141 fatcat:ydnojdi52vgunlk55dme4x77ju

SEVA

Xiaotao Liu, Mark Corner, Prashant Shenoy
2005 Proceedings of the 13th annual ACM international conference on Multimedia - MULTIMEDIA '05  
It produces a tagged stream that later can be used to efficiently search for videos or frames containing particular objects or people.  ...  Our experiments show that: (i) SEVA has zero error rates for static objects, except very close to the boundary of the viewable area; (ii) for moving objects or a moving camera, SEVA only misses objects  ...  This work was supported in part by NSF grants CCR-0219520, EIA-0080119, CNS-0520729, CNS-0519881, CNS-0447877 and DUE-0416863.  ... 
doi:10.1145/1101149.1101290 dblp:conf/mm/LiuCS05 fatcat:fbvoyojn4jcadbenm7ome6znbi

Energy-efficient mobile video management using smartphones

Jia Hao, Seon Ho Kim, Sakire Arslan Ay, Roger Zimmermann
2011 Proceedings of the second annual ACM conference on Multimedia systems - MMSys '11  
To support diverse mobile video applications, it is critical to overcome these challenges.  ...  However, the acquisition and transmission of large amounts of video data on mobile devices face fundamental challenges such as power and wireless bandwidth constraints.  ...  We also acknowledge the support of the NUS Interactive and Digital Media Institute (IDMI).  ... 
doi:10.1145/1943552.1943555 dblp:conf/mmsys/HaoKAZ11 fatcat:2crpgj6i3fam5fombj5l644b24

Video data mining: semantic indexing and event detection from the association perspective

Xingquan Zhu, Xindong Wu, A.K. Elmagarmid, Zhe Feng, Lide Wu
2005 IEEE Transactions on Knowledge and Data Engineering  
., temporal support and confidence) for video associations are proposed by integrating the inherent feature of video data.  ...  Index Terms-Video mining, multimedia systems, database management, knowledge-based systems. ae IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, VOL. 17, NO. 5, MAY 2005 1 . X. Zhi is with the  ...  ACKNOWLEDGMENT The authors would like to thank the anonymous reviewers for their constructive comments on two earlier versions of this paper.  ... 
doi:10.1109/tkde.2005.83 fatcat:2vyjpsl2ebfzhi5t2sl6co32i4

VidCEP: Complex Event Processing Framework to Detect Spatiotemporal Patterns in Video Streams

Piyush Yadav, Edward Curry
2019 2019 IEEE International Conference on Big Data (Big Data)  
In this context, we propose: i) VidCEP, an in-memory, on the fly, near real-time complex event matching framework for video streams.  ...  Query language (VEQL) to express high-level user queries for video streams in CEP, iii) a complex event matcher to detect spatiotemporal video event patterns by matching expressive user queries over video  ...  This work was supported with the financial support of the Science Foundation Ireland grant 13/RC/2094 and co-funded under the European Regional Development Fund through the Southern & Eastern Regional  ... 
doi:10.1109/bigdata47090.2019.9006018 dblp:conf/bigdataconf/YadavC19 fatcat:twgtktcmovhireati2fmkh645q

Mobile media communication, processing, and analysis: A review of recent advances

Wen Gao, Ling-Yu Duan, Jun Sun, Junsong Yuan, Yonggang Wen, Yap-Peng Tan, Jianfei Cai, Alex C. Kot
2013 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013)  
To identify the opportunities and challenges in fast growing mobile media computing, we discuss several emerging topics including mobile visual search, retargeting, mobile video streaming, and cloud based  ...  With booming mobile Apps on diverse media consumption, it is envisioned that mobile media research and development is bringing about significant achievements in traditional topics of communication, processing  ...  On the other hand, for zero latency query delivery, state-of-the-art compact local descriptors [9] [10] are not compact enough.  ... 
doi:10.1109/iscas.2013.6571985 dblp:conf/iscas/GaoD0YWTCK13 fatcat:mhnjsvlrfvdr3nchgkqhk4i4zi

The Design and Implementation of a Wireless Video Surveillance System

Tan Zhang, Aakanksha Chowdhery, Paramvir (Victor) Bahl, Kyle Jamieson, Suman Banerjee
2015 Proceedings of the 21st Annual International Conference on Mobile Computing and Networking - MobiCom '15  
an approach that simply streams video over the wireless network.  ...  The ubiquity of cameras limits the amount of video that can be sent to the cloud, especially on wireless networks where capacity is at a premium.  ...  Assuming an available capacity of 20 Mbit/s, the status quo approach of deploying a camera stream 1 Mbit/s video (a typical MPEG-4 rate) will support 20 cameras, for a total coverage area of 500 sq. ft  ... 
doi:10.1145/2789168.2790123 dblp:conf/mobicom/ZhangCBJB15 fatcat:j7qydyrw2jh33hytt722zihsoi

Real-Time Urban Monitoring in Dublin Using Semantic and Stream Technologies [chapter]

Simone Tallevi-Diotallevi, Spyros Kotoulas, Luca Foschini, Freddy Lécué, Antonio Corradi
2013 Lecture Notes in Computer Science  
SPARQL to support efficient querying of heterogeneous streams; (ii) a query execution framework and runtime environment based on IBM InfoSphere Streams, a high-performance, industrial strength, stream  ...  Our approach has been validated with real data collected on the field, as shown in our Dublin City video demonstration.  ...  One option is using machine vision on the video streams, and there are indeed effective solutions for this [21] .  ... 
doi:10.1007/978-3-642-41338-4_12 fatcat:dyumbzw6hfdtjiarp547q5qx7a

Post Event Investigation of Multi-stream Video Data Utilizing Hadoop Cluster

Jyoti Parsola, Durgaprasad Gangodkar, Ankush Mittal
2018 International Journal of Electrical and Computer Engineering (IJECE)  
Thus it is essential to explore an approach that, can store massive multi-stream video data as well as, process them to find useful information.  ...  In this paper we propose a novel technique for performing post event investigation on stored surveillance video data.  ...  Vn V2 V1 … Output Video Streams User Query Slave n Slave 1 Master Slave 2 Slave i Int J Elec& Comp Eng ISSN: 2088-8708  Post Event Investigation of Multi-stream Video Data Utilizing  ... 
doi:10.11591/ijece.v8i6.pp5089-5097 fatcat:36hep2xfxrgy5jae5oanq53yhe

Managing privacy data in pervasive camera networks

Sen-ching S. Cheung, Jithendra K. Paruchuri, Thinh P. Nguyen
2008 2008 15th IEEE International Conference on Image Processing  
Not only has it resulted in an efficient design of protocols, the reversible data hiding allows perfect reconstruction of original data and supports arbitrary types of video obfuscation techniques.  ...  Privacy protection of visual information is increasingly important as pervasive camera networks becomes more prevalent.  ...  Such information helps the mediator to identify the video streams that match the queries from client.  ... 
doi:10.1109/icip.2008.4712095 dblp:conf/icip/CheungPN08 fatcat:einermyr3bewpeywmasllvlah4
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