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An Efficient and Packing-Resilient Two-Phase Android Cloned Application Detection Approach

机译:高效且可打包的两阶段Android克隆应用程序检测方法

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摘要

The huge benefit of mobile application industry has attracted a large number of developers and attendant attackers. Application repackaging provides help for the distribution of most Android malware. It is a serious threat to the entire Android ecosystem, as it not only compromises the security and privacy of the app users but also plunders app developers' income. Although massive approaches have been proposed to address this issue, plagiarists try to fight back through packing theirmalicious code with the help of commercial packers. Previous works either do not consider the packing issue or rely on time-consuming computations, which are not scalable for large-scale real-world scenario. In this paper, we propose FUIDroid, a novel two-phase app clones detection system that can detect the packed cloned app. FUIDroid includes a function-based fast selection phase to quickly select suspicious apps by analyzing apps' description and a further UI-based accurate detection phase to refine the detection result. We evaluate our system on two sets of apps. The result from experiment on 320 packed samples demonstrates that FUIDroid is resilient to packed apps. The evaluation on more than 150,000 real-world apps shows the efficiency of FUIDroid in large-scale scenario.
机译:移动应用行业的巨大利益吸引了众多开发人员和随之而来的攻击者。应用程序重新打包可为分发大多数Android恶意软件提供帮助。这不仅威胁到应用程序用户的安全和隐私,而且还掠夺了应用程序开发人员的收入,对整个Android生态系统构成了严重威胁。尽管已经提出了解决此问题的大规模方法,但窃者试图通过在商业打包者的帮助下打包其恶意代码来进行反击。先前的工作要么不考虑打包问题,要么依赖耗时的计算,而这些计算对于大规模的实际场景是不可扩展的。在本文中,我们提出了FUIDroid,这是一种新型的两阶段应用程序克隆检测系统,可以检测打包的克隆应用程序。 FUIDroid包括一个基于功能的快速选择阶段,可通过分析应用程序的描述来快速选择可疑应用程序;还包括一个基于UI的准确检测阶段,以完善检测结果。我们在两组应用程序上评估我们的系统。 320个压缩样本的实验结果表明FUIDroid对压缩应用程序具有弹性。对超过150,000个现实应用程序的评估显示了FUIDroid在大规模场景中的效率。

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  • 来源
    《Mobile Information Systems》 |2017年第4期|6958698.1-6958698.12|共12页
  • 作者单位

    Hunan Univ, Coll Comp Sci & Elect Engn, Changsha, Hunan, Peoples R China;

    Hunan Univ, Coll Comp Sci & Elect Engn, Changsha, Hunan, Peoples R China;

    Hunan Univ, Coll Comp Sci & Elect Engn, Changsha, Hunan, Peoples R China;

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