论文标题
使用秘密密钥及其应用程序概述可压缩和可学习的图像转换
An Overview of Compressible and Learnable Image Transformation with Secret Key and Its Applications
论文作者
论文摘要
本文用秘密键及其应用概述了图像转换的概述。带有秘密钥匙的图像转换不仅使我们能够在纯图像上保护视觉信息，还可以嵌入由钥匙控制的唯一功能。此外，许多加密方法可以生成可压缩和可学习的加密图像。通过使用这些属性，已经开发了这种转换的各种应用。在本文中，我们专注于一类图像转换，称为可学习的图像加密，该图像加密适用于隐私的机器学习和对抗性强大的防御。提供了转换算法和性能的详细描述。此外，我们讨论了针对各种攻击的鲁棒性。
This article presents an overview of image transformation with a secret key and its applications. Image transformation with a secret key enables us not only to protect visual information on plain images but also to embed unique features controlled with a key into images. In addition, numerous encryption methods can generate encrypted images that are compressible and learnable for machine learning. Various applications of such transformation have been developed by using these properties. In this paper, we focus on a class of image transformation referred to as learnable image encryption, which is applicable to privacy-preserving machine learning and adversarially robust defense. Detailed descriptions of both transformation algorithms and performances are provided. Moreover, we discuss robustness against various attacks.
