DeCloakFace

IF 2.3 Q3 NANOSCIENCE & NANOTECHNOLOGY

IEEE Nanotechnology Magazine Pub Date : 2023-01-01 DOI:10.1109/mnano.2023.3316871

Yao-Tung Tsou, Guo Cheng Jian

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引用次数: 0

摘要

随着边缘计算和公共网络的兴起，保护个人数据至关重要。本文对新兴边缘设想网络中的隐私增强技术(pet)进行了全面调查，重点是保护隐私的图像处理和数据分析。该调查强调了使用差异隐私技术进行图像去识别的流行趋势，提供了对该领域最先进文献的见解。此外，本文还介绍了一种用于边缘设备保护隐私的先进图像识别技术DeCloakFace，展示了其适用性和优势。通过确定研究差距和探索未来方向，本文旨在推动pet在新兴边缘设想的公共网络中解决隐私问题。图像去识别的差异隐私受到特别关注，强调其在保护隐私的同时实现有效的数据分析的重要性。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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DeCloakFace

With edge computing and public networks on the rise, safeguarding personal data is paramount. This article presents a comprehensive survey of Privacy-Enhancing Technologies (PETs) in emerging edge envisioned networks, focusing on privacy-preserving image processing and data analysis. The survey highlights the prevailing trend of using differential privacy techniques for image de-identification, offering insights into the state-of-the-art literature in this area. Additionally, it introduces DeCloakFace, an advanced technique for privacy-preserving image recognition on edge devices, showcasing its applicability and advantages. By identifying research gaps and exploring future directions, the article aims to advance PETs in addressing privacy concerns within emerging edge envisioned public networks. Differential privacy for image de-identification receives special attention, emphasizing its significance in preserving privacy while enabling effective data analysis.

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来源期刊

IEEE Nanotechnology Magazine NANOSCIENCE & NANOTECHNOLOGY-

CiteScore

2.90

自引率

6.20%

发文量

期刊介绍： IEEE Nanotechnology Magazine publishes peer-reviewed articles that present emerging trends and practices in industrial electronics product research and development, key insights, and tutorial surveys in the field of interest to the member societies of the IEEE Nanotechnology Council. IEEE Nanotechnology Magazine will be limited to the scope of the Nanotechnology Council, which supports the theory, design, and development of nanotechnology and its scientific, engineering, and industrial applications.