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THIA: Accelerating Video Analytics using Early Inference and Fine-Grained Query Planning
[article]
2021
arXiv
pre-print
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Second, it adopts a fine-grained approach to planning and processes different chunks of the video using different exit points to meet the user's requirements. ...
In this paper, we present THIA, a video analytics system for tackling these limitations. The design of THIA is centered around three techniques. ...
We plan to integrate the Early Inference and Fine-Grained Planning techniques into the query execution engine and the query optimizer of a full-featured video analytics system in the future. ...
arXiv:2102.08481v1
fatcat:ofjtmrquubdbxpf6jy63akhgp4
A Survey of Performance Optimization in Neural Network-Based Video Analytics Systems
[article]
2021
arXiv
pre-print
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Video analytics systems perform automatic events, movements, and actions recognition in a video and make it possible to execute queries on the video. ...
Neural networks are the state-of-the-art for performing video analytics tasks such as video annotation and object detection. ...
Second, the Fine-Grained technique uses different exit points to plan and process different video chunks. This technique works simultaneously with the Early Inference technique. ...
arXiv:2105.14195v1
fatcat:klq3urgjsjhb7ef7qfdp6dly3u
Computer Vision for Autonomous Vehicles: Problems, Datasets and State of the Art
[article]
2021
arXiv
pre-print
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Note that this fulltext copy is not of the "primary" version of this work. The version it corresponds to is:
2019 pre-print arXiv:1704.05519v2 fatcat:vg2fezsgyzgptbpbvnwcpw24qyOther Versions
Besides, we discuss open problems and current research challenges. ...
To ease accessibility and accommodate missing references, we also provide a website that allows navigating topics as well as methods and provides additional information. ...
This makes fine-grained segmentation from aerial images a challenging problem. In contrast, ground images provide additional information which enables fine-grained semantic segmentation. ...
arXiv:1704.05519v3
fatcat:xiintiarqjbfldheeg2hsydyra
Heuristic Algorithm for Efficient Data Retrieval Scheduling in the Multichannel Wireless Broadcast Environments
2015
International Journal of Computer Applications Technology and Research
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Abstract: In this paper, we consider 'secure attribute based system with short ciphertext' is a tool for implementing fine-grained access control over encrypted data, and is conceptually similar to traditional ...
The most important issues in mobile computing are energy efficiency and query response efficiency. ...
Additionally, the fine -grained key revocation are often finished every attribute cluster. we tend to demonstrate the way to apply the planned mechanism to firmly and expeditiously manage the confidential ...
doi:10.7753/ijcatr0405.1001
fatcat:7xpnnpep5vd7hcrmcjr4fvpnq4
Editor's Column
2000
Journal of Basic Writing
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As stud ents use th eir own drafts to practice w ri ting skill s, they also complete workbook-style mastery exercises th at reinforce those skills. • A user-friendly design. ...
Address ing students as seri ous w riters and giving them the support they need, Kirszner and M andell help th em lay a so lid fo undation for su ccess in co llege. • Comprehensive coverage in a flexible ...
She also directed an "autoethnography" video project with the MFIP students, who chose to use this video as a forum to tell policy makers and educators about the stories and political realities of their ...
doi:10.37514/jbw-j.2000.19.1.01
fatcat:lbe4flz5drekbfkyglpnosiuma
Mechanised Pine Thinning Harvesting Simulation: Productivity and Cost Improvements as a Result of Changes in Planting Geometry
2016
Original scientific paper Croat. j. for. eng
unpublished
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forwarding productivity and a reduction in total costs of up to 7% when changing planting geometry from 2.7×2.7 m to 2.3×3.1 m and 2.4×3.0 m, for first and second thinning. ...
These compartments were then simulator thinned and harvested in the simulation. ...
We thank Philipp Gloning for the useful comments and suggestions. ...
fatcat:bibxj3myk5codeqamtlhjbgziy
LANGUAGE IN INDIA Strength for Today and Bright Hope for Tomorrow
unpublished
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accelerated pulse rate. ...
. Occasional breakdowns and technical problems disrupt the effective outcomes of using video equipment. The audio equipment lacks visual content. ...
Reference is made to the place where Jesus was crucified early in Macbeth: "Or memorize another Golgotha" (1.2.40) . ...
fatcat:wdsosojjrre3tbjrk4bfunuimm