Distributed Face Recognition in Wireless Sensor Networks
As one of the most successful applications of image analysis and understanding, face recognition has recently received significant attention, especially during the past few years. In order to construct an autonomous and robust biometric security system, this paper explores the application of face re...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2014-05-01
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| Series: | International Journal of Distributed Sensor Networks |
| Online Access: | https://doi.org/10.1155/2014/175864 |
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| _version_ | 1850221960256028672 |
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| author | Qiaomin Lin Jinwen Yang Bin Zhang Ruchuan Wang Ning Ye Mengkui Yan |
| author_facet | Qiaomin Lin Jinwen Yang Bin Zhang Ruchuan Wang Ning Ye Mengkui Yan |
| author_sort | Qiaomin Lin |
| collection | DOAJ |
| description | As one of the most successful applications of image analysis and understanding, face recognition has recently received significant attention, especially during the past few years. In order to construct an autonomous and robust biometric security system, this paper explores the application of face recognition technique in wireless sensor networks. Given the limited technological resources of sensor nodes, new challenges remain to be met. In this work, a facial component-based recognition mechanism is firstly applied to ensure the recognition accuracy. Secondly, in order to address the problem of resource constraints, a distributed scheme based on K-d trees is deployed for both the face image transmission and retrieval. According to the simulation results, the proposed method is capable of achieving considerable energy efficiency, while assuring the recognition accuracy. |
| format | Article |
| id | doaj-art-71fd6b40064f4c75baf288cfee2b4508 |
| institution | OA Journals |
| issn | 1550-1477 |
| language | English |
| publishDate | 2014-05-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Distributed Sensor Networks |
| spelling | doaj-art-71fd6b40064f4c75baf288cfee2b45082025-08-20T02:06:31ZengWileyInternational Journal of Distributed Sensor Networks1550-14772014-05-011010.1155/2014/175864175864Distributed Face Recognition in Wireless Sensor NetworksQiaomin Lin0Jinwen Yang1Bin Zhang2Ruchuan Wang3Ning Ye4Mengkui Yan5 Jiangsu High Technology Research Key Laboratory for Wireless Sensor Networks, Nanjing 210003, China College of Computer, Nanjing University of Posts and Telecommunications, Nanjing 210003, China Jiangsu Zimi Co. Ltd, Nanjing 210001, China Key Lab of Broadband Wireless Communication and Sensor Network Technology (Nanjing University of Posts and Telecommunications), Ministry of Education Jiangsu Province, Nanjing 210003, China Jiangsu High Technology Research Key Laboratory for Wireless Sensor Networks, Nanjing 210003, China Jiangsu High Technology Research Key Laboratory for Wireless Sensor Networks, Nanjing 210003, ChinaAs one of the most successful applications of image analysis and understanding, face recognition has recently received significant attention, especially during the past few years. In order to construct an autonomous and robust biometric security system, this paper explores the application of face recognition technique in wireless sensor networks. Given the limited technological resources of sensor nodes, new challenges remain to be met. In this work, a facial component-based recognition mechanism is firstly applied to ensure the recognition accuracy. Secondly, in order to address the problem of resource constraints, a distributed scheme based on K-d trees is deployed for both the face image transmission and retrieval. According to the simulation results, the proposed method is capable of achieving considerable energy efficiency, while assuring the recognition accuracy.https://doi.org/10.1155/2014/175864 |
| spellingShingle | Qiaomin Lin Jinwen Yang Bin Zhang Ruchuan Wang Ning Ye Mengkui Yan Distributed Face Recognition in Wireless Sensor Networks International Journal of Distributed Sensor Networks |
| title | Distributed Face Recognition in Wireless Sensor Networks |
| title_full | Distributed Face Recognition in Wireless Sensor Networks |
| title_fullStr | Distributed Face Recognition in Wireless Sensor Networks |
| title_full_unstemmed | Distributed Face Recognition in Wireless Sensor Networks |
| title_short | Distributed Face Recognition in Wireless Sensor Networks |
| title_sort | distributed face recognition in wireless sensor networks |
| url | https://doi.org/10.1155/2014/175864 |
| work_keys_str_mv | AT qiaominlin distributedfacerecognitioninwirelesssensornetworks AT jinwenyang distributedfacerecognitioninwirelesssensornetworks AT binzhang distributedfacerecognitioninwirelesssensornetworks AT ruchuanwang distributedfacerecognitioninwirelesssensornetworks AT ningye distributedfacerecognitioninwirelesssensornetworks AT mengkuiyan distributedfacerecognitioninwirelesssensornetworks |