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An FPGA-based IP for recognizing violence against children
We present in this paper an FPGA-based IP for recognizing most common violent actions against children (VACR IP). VACR IP uses only skeleton joints data as inputs to keep the privacy of people inside their homes or in the schools. The proposed hardware achieved a detection rate of 97.72%, processing...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374501/ https://www.ncbi.nlm.nih.gov/pubmed/34430274 http://dx.doi.org/10.1016/j.mex.2021.101378 |
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author | Alhammami, Muhammad Hammami, Samir Marwan |
author_facet | Alhammami, Muhammad Hammami, Samir Marwan |
author_sort | Alhammami, Muhammad |
collection | PubMed |
description | We present in this paper an FPGA-based IP for recognizing most common violent actions against children (VACR IP). VACR IP uses only skeleton joints data as inputs to keep the privacy of people inside their homes or in the schools. The proposed hardware achieved a detection rate of 97.72%, processing speed 761FPS, and a latency value equals to 2.79msec using a 50MHz system clock. In sum, this research method presents: • First FPGA-based IP for recognizing most common child abuses without any privacy breach of people real images by using only skeleton joints data. • The IP can detect the violence and the type of the violent action. • The IP can be embedded in complete systems to be installed in schools by school psychologists and counselors. |
format | Online Article Text |
id | pubmed-8374501 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-83745012021-08-23 An FPGA-based IP for recognizing violence against children Alhammami, Muhammad Hammami, Samir Marwan MethodsX Method Article We present in this paper an FPGA-based IP for recognizing most common violent actions against children (VACR IP). VACR IP uses only skeleton joints data as inputs to keep the privacy of people inside their homes or in the schools. The proposed hardware achieved a detection rate of 97.72%, processing speed 761FPS, and a latency value equals to 2.79msec using a 50MHz system clock. In sum, this research method presents: • First FPGA-based IP for recognizing most common child abuses without any privacy breach of people real images by using only skeleton joints data. • The IP can detect the violence and the type of the violent action. • The IP can be embedded in complete systems to be installed in schools by school psychologists and counselors. Elsevier 2021-05-08 /pmc/articles/PMC8374501/ /pubmed/34430274 http://dx.doi.org/10.1016/j.mex.2021.101378 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Method Article Alhammami, Muhammad Hammami, Samir Marwan An FPGA-based IP for recognizing violence against children |
title | An FPGA-based IP for recognizing violence against children |
title_full | An FPGA-based IP for recognizing violence against children |
title_fullStr | An FPGA-based IP for recognizing violence against children |
title_full_unstemmed | An FPGA-based IP for recognizing violence against children |
title_short | An FPGA-based IP for recognizing violence against children |
title_sort | fpga-based ip for recognizing violence against children |
topic | Method Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374501/ https://www.ncbi.nlm.nih.gov/pubmed/34430274 http://dx.doi.org/10.1016/j.mex.2021.101378 |
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