Yifang Gao
ABSTRACT
In recent years, facial image search has been widely used. Although offering considerable convenience, facial image search also poses a severe threat to people’s privacy. How to conduct facial image search while protecting privacy has become a challenge. We design a scheme of searchable encryption facial image. The scheme is separated into two phases: uploading phase and retrieval phase. At the phase of uploading, the facial image is divided into two parts: the obfuscated features of the facial image and the encrypted facial image. In the retrieval phase, the facial image features are extracted and the similarity is calculated with the obfuscated facial features in the cloud after being obfuscated to obtain the closest obfuscated facial features and the corresponding encrypted facial image, then the encrypted facial image is decrypted in order to acquire the original facial image. Specifically, Facenet512 is used to collect facial image features while the obfuscation function is designed to obfuscate those facial image features and the Advanced Encryption Standard (AES) algorithm is used to encrypt facial images. Theoretical analysis and experimental results indicate that the scheme possesses favorable performance and high security.
- Anelia Angelova and Shenghuo Zhu. 2013. Efficient Object Detection and Segmentation for Fine-Grained Recognition. In Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition(CVPR ’13). IEEE Computer Society, USA, 811–818. https://doi.org/10.1109/CVPR.2013.110Google Scholar
Digital Library
- J Joshua Bapu and D Jemi Florinabel. 2020. Automatic annotation of satellite images with multi class support vector machine. Earth Science Informatics 13, 3 (2020), 811–819.Google ScholarCross Ref
- Dan Boneh, Giovanni Di Crescenzo, Rafail Ostrovsky, and Giuseppe Persiano. 2004. Public Key Encryption with Keyword Search. In Advances in Cryptology - EUROCRYPT 2004, Christian Cachin and Jan L. Camenisch (Eds.). Springer Berlin Heidelberg, Berlin, Heidelberg, 506–522.Google ScholarCross Ref
- Qiang Chen, Zheng Song, Yang Hua, Zhongyang Huang, and Shuicheng Yan. 2012. Hierarchical matching with side information for image classification. In 2012 IEEE Conference on Computer Vision and Pattern Recognition. 3426–3433. https://doi.org/10.1109/CVPR.2012.6248083Google ScholarCross Ref
- Xiaofeng Chen, Xinyi Huang, Jin Li, Jianfeng Ma, Wenjing Lou, and Duncan S. Wong. 2015. New algorithms for secure outsourcing of large-scale systems of linear equations. IEEE Transactions on Information Forensics and Security 10, 1 (jan 2015), 69–78. https://doi.org/10.1109/TIFS.2014.2363765Google ScholarCross Ref
- Yuanbo Cui, Fei Gao, Yijie Shi, Wei Yin, Emmanouil Panaousis, and Kaitai Liang. 2020. An efficient attribute-based multi-keyword search scheme in encrypted keyword generation. IEEE Access 8(2020), 99024–99036.Google ScholarCross Ref
- Reza Curtmola, Juan Garay, Seny Kamara, and Rafail Ostrovsky. 2006. Searchable Symmetric Encryption: Improved Definitions and Efficient Constructions. In Proceedings of the 13th ACM Conference on Computer and Communications Security (Alexandria, Virginia, USA) (CCS ’06). Association for Computing Machinery, New York, NY, USA, 79–88. https://doi.org/10.1145/1180405.1180417Google ScholarDigital Library
- J. Daor, J. Daemen, and V. Rijmen. 1999. AES proposal: rijndael. (1999).Google Scholar
- Kun He, Jing Chen, Qinxi Zhou, Ruiying Du, and Yang Xiang. 2021. Secure Dynamic Searchable Symmetric Encryption With Constant Client Storage Cost. IEEE Transactions on Information Forensics and Security 16 (2021), 1538–1549. https://doi.org/10.1109/TIFS.2020.3033412Google ScholarCross Ref
- Min-Shiang Hwang, Cheng-Chi Lee, and Shih-Ting Hsu. 2019. An ElGamal-like Secure Channel Free Public Key Encryption with Keyword Search Scheme. International Journal of Foundations of Computer Science 30, 2(2019), 255–273. https://doi.org/10.1142/S0129054119500047Google ScholarCross Ref
- Ayad Ibrahim, Hai Jin, Ali A. Yassin, and Deqing Zou. 2012. Secure Rank-Ordered Search of Multi-Keyword Trapdoor over Encrypted Cloud Data. In Proceedings of the 2012 IEEE Asia-Pacific Services Computing Conference)(APSCC ’12). IEEE Computer Society, USA, 263–270. https://doi.org/10.1109/APSCC.2012.59Google ScholarDigital Library
- Xiuxiu Jiang, Jia Yu, Jingbo Yan, and Rong Hao. 2017. Enabling Efficient and Verifiable Multi-Keyword Ranked Search over Encrypted Cloud Data. Inf. Sci. 403, C (sep 2017), 22–41. https://doi.org/10.1016/j.ins.2017.03.037Google ScholarDigital Library
- Yu Jun, Li Zhonghua, Hu Zhiyi, and Dai Jun. 2018/04. The Research and Implementation of 3D Scene Simulation of Camouflage. In Proceedings of the 2018 Second International Conference of Sensor Network and Computer Engineering (ICSNCE 2018). Atlantis Press, 220–223. https://doi.org/10.2991/icsnce-18.2018.44Google ScholarCross Ref
- Seny Kamara, Charalampos Papamanthou, and Tom Roeder. 2012. Dynamic Searchable Symmetric Encryption. In Proceedings of the 2012 ACM Conference on Computer and Communications Security (Raleigh, North Carolina, USA) (CCS ’12). Association for Computing Machinery, New York, NY, USA, 965–976. https://doi.org/10.1145/2382196.2382298Google ScholarDigital Library
- Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton. 2012. ImageNet Classification with Deep Convolutional Neural Networks. In Advances in Neural Information Processing Systems, F. Pereira, C. J. C. Burges, L. Bottou, and K. Q. Weinberger (Eds.). Vol. 25. Curran Associates, Inc.https://proceedings.neurips.cc/paper/2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper.pdfGoogle Scholar
- Mehmet Kuzu, Mohammad Saiful Islam, and Murat Kantarcioglu. 2012. Efficient Similarity Search over Encrypted Data. In 2012 IEEE 28th International Conference on Data Engineering. 1156–1167. https://doi.org/10.1109/ICDE.2012.23Google ScholarDigital Library
- Jin Li, Yanyu Huang, Yu Wei, Siyi Lv, Zheli Liu, Changyu Dong, and Wenjing Lou. 2021. Searchable Symmetric Encryption with Forward Search Privacy. IEEE Trans. Dependable Secur. Comput. 18, 1 (jan 2021), 460–474. https://doi.org/10.1109/TDSC.2019.2894411Google ScholarDigital Library
- P. Liu, Z. U. Longhui, C. Bai, and M. A. Hua. 2014. A Verifiable Public Key Searchable Encryption Scheme. Computer Engineering 40, 11 (2014), 118–120.Google Scholar
- Qin Liu, Xiaohong Nie, Xuhui Liu, Tao Peng, and Jie Wu. 2017. Verifiable Ranked Search over dynamic encrypted data in cloud computing. In 2017 IEEE/ACM 25th International Symposium on Quality of Service (IWQoS). 1–6. https://doi.org/10.1109/IWQoS.2017.7969156Google ScholarCross Ref
- Dimitrios Markonis, Roger Schaer, Alba García Seco de Herrera, and Henning Müller. 2017. The parallel distributed image search engine (paradise). arXiv preprint arXiv:1701.05596(2017).Google Scholar
- Mukti Padhya and Devesh C Jinwala. 2020. CRSQ-KASE: key aggregate searchable encryption supporting conjunctive range and sort query on multi-owner encrypted data. Arabian Journal for Science and Engineering 45, 4 (2020), 3133–3155.Google ScholarCross Ref
- Florian Schroff, Dmitry Kalenichenko, and James Philbin. 2015. FaceNet: A Unified Embedding for Face Recognition and Clustering. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR).Google ScholarCross Ref
- Meng Shen, Guohua Cheng, Liehuang Zhu, Xiaojiang Du, and Jiankun Hu. 2020. Content-based multi-source encrypted image retrieval in clouds with privacy preservation. Future Generation Computer Systems 109 (2020), 621–632. https://doi.org/10.1016/j.future.2018.04.089Google ScholarCross Ref
- Dawn Xiaoding Song, D. Wagner, and A. Perrig. 2000. Practical techniques for searches on encrypted data. In Proceeding 2000 IEEE Symposium on Security and Privacy. S P 2000. 44–55. https://doi.org/10.1109/SECPRI.2000.848445Google ScholarCross Ref
- Qiyang Song, Zhuotao Liu, Jiahao Cao, Kun Sun, Qi Li, and Cong Wang. 2021. SAP-SSE: Protecting Search Patterns and Access Patterns in Searchable Symmetric Encryption. Trans. Info. For. Sec. 16 (jan 2021), 1795–1809. https://doi.org/10.1109/TIFS.2020.3042058Google ScholarDigital Library
- Denis Teyssou, Jean-Michel Leung, Evlampios Apostolidis, Konstantinos Apostolidis, Symeon Papadopoulos, Markos Zampoglou, Olga Papadopoulou, and Vasileios Mezaris. 2017. The InVID Plug-in: Web Video Verification on the Browser. In Proceedings of the First International Workshop on Multimedia Verification (Mountain View, California, USA) (MuVer ’17). Association for Computing Machinery, New York, NY, USA, 23–30. https://doi.org/10.1145/3132384.3132387Google ScholarDigital Library
- Zhiguo Wan and Robert H. Deng. 2018. VPSearch: Achieving Verifiability for Privacy-Preserving Multi-Keyword Search over Encrypted Cloud Data. IEEE Transactions on Dependable and Secure Computing 15, 6 (2018), 1083–1095. https://doi.org/10.1109/TDSC.2016.2635128Google ScholarCross Ref
- Qian Wang, Meiqi He, Minxin Du, Sherman SM Chow, Russell WF Lai, and Qin Zou. 2018. Searchable Encryption over Feature-Rich Data. IEEE Transactions on Dependable and Secure Computing 15, 03(2018), 496–510.Google ScholarCross Ref
- X. R. Wang and Z. Lin. 2018. Research and Implementation of Image Specific Filter Algorithm. Computer Knowledge and Technology(2018).Google Scholar
- Qingji Zheng, Xiangxue Li, and Aytac Azgin. 2015. CLKS: Certificateless keyword search on encrypted data. In International Conference on Network and System Security. Springer, 239–253.Google ScholarCross Ref
Recommendations
Keyword guessing attacks on secure searchable public key encryption schemes with a designated tester
Advanced Computer Mathematics based Cryptography and Security TechnologiesThe first searchable public key encryption scheme with designated testers dPEKS known to be secure against keyword guessing attacks was due to Rhee et al. [H.S. Rhee, W. Susilo, and H.J. Kim, Secure searchable public key encryption scheme against ...
Security analysis and improvement of a double-trapdoor encryption scheme
At Asia Crypt'03, Bresson et al. proposed a probabilistic public-key encryption scheme with a double-trapdoor decryption mechanism. In this paper, we provide security analysis of it, and point out three insecurities of the encryption scheme. It suffers ...
Towards asymmetric searchable encryption with message recovery and flexible search authorization
ASIA CCS '13: Proceedings of the 8th ACM SIGSAC symposium on Information, computer and communications securityWhen outsourcing data to third-party servers, searchable encryption is an important enabling technique which simultaneously allows the data owner to keep his data in encrypted form and the third-party servers to search in the ciphertexts. Motivated by ...
Comments