Towards edge-collaborative,lightweight and secure region proposal network
Aiming at the problem of image privacy leakage and computing efficiency in edge environment,a lightweight and secure region proposal network (SecRPN) was proposed.A series of secure computing protocols were designed based on the additive secret sharing scheme.Two non-collusive edge servers cooperate...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2020-10-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020186/ |
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| _version_ | 1841539300454301696 |
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| author | Jinbo XIONG Renwan BI Qianxin CHEN Ximeng LIU |
| author_facet | Jinbo XIONG Renwan BI Qianxin CHEN Ximeng LIU |
| author_sort | Jinbo XIONG |
| collection | DOAJ |
| description | Aiming at the problem of image privacy leakage and computing efficiency in edge environment,a lightweight and secure region proposal network (SecRPN) was proposed.A series of secure computing protocols were designed based on the additive secret sharing scheme.Two non-collusive edge servers cooperate to perform calculation modules such as secure feature processing,secure anchor transformation,secure bounding-box correction,and secure non-maximum suppression.Theoretical analysis guarantees the correctness and security of SecRPN.The actual performance evaluation shows that SecRPN is outstanding in the computational cost and communication overhead compared with the existing works. |
| format | Article |
| id | doaj-art-af06d34a3f3341ab9e5d652d8cc2fef5 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2020-10-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-af06d34a3f3341ab9e5d652d8cc2fef52025-01-14T07:20:59ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2020-10-014118820159738109Towards edge-collaborative,lightweight and secure region proposal networkJinbo XIONGRenwan BIQianxin CHENXimeng LIUAiming at the problem of image privacy leakage and computing efficiency in edge environment,a lightweight and secure region proposal network (SecRPN) was proposed.A series of secure computing protocols were designed based on the additive secret sharing scheme.Two non-collusive edge servers cooperate to perform calculation modules such as secure feature processing,secure anchor transformation,secure bounding-box correction,and secure non-maximum suppression.Theoretical analysis guarantees the correctness and security of SecRPN.The actual performance evaluation shows that SecRPN is outstanding in the computational cost and communication overhead compared with the existing works.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020186/edge-collaborativeregion proposal networkobject detectionadditive secret sharingsecure computing protocol |
| spellingShingle | Jinbo XIONG Renwan BI Qianxin CHEN Ximeng LIU Towards edge-collaborative,lightweight and secure region proposal network Tongxin xuebao edge-collaborative region proposal network object detection additive secret sharing secure computing protocol |
| title | Towards edge-collaborative,lightweight and secure region proposal network |
| title_full | Towards edge-collaborative,lightweight and secure region proposal network |
| title_fullStr | Towards edge-collaborative,lightweight and secure region proposal network |
| title_full_unstemmed | Towards edge-collaborative,lightweight and secure region proposal network |
| title_short | Towards edge-collaborative,lightweight and secure region proposal network |
| title_sort | towards edge collaborative lightweight and secure region proposal network |
| topic | edge-collaborative region proposal network object detection additive secret sharing secure computing protocol |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020186/ |
| work_keys_str_mv | AT jinboxiong towardsedgecollaborativelightweightandsecureregionproposalnetwork AT renwanbi towardsedgecollaborativelightweightandsecureregionproposalnetwork AT qianxinchen towardsedgecollaborativelightweightandsecureregionproposalnetwork AT ximengliu towardsedgecollaborativelightweightandsecureregionproposalnetwork |