DroidFax: A Toolkit for Systematic Characterization of Android Applications

Haipeng Cai, B. Ryder
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引用次数: 30

Abstract

As the Android app market keeps growing, there is a pressing need for automated tool supports to empower Android developers to produce quality apps with higher productivity. Yet existing tools for Android mostly aim at security and privacy protection, primarily targeting end users and security analysts. Towards filling this gap, we present DROIDFAX, a toolkit that targets the developers to help them comprehensively understand Android apps regarding their code structure and behavioral traits. To that end, DROIDFAX features a systematic app characterization in multiple dimensions and views, through lightweight code analysis and profiling of both ordinary method calls (including those via reflection and exceptional control flows) and inter-component communications (including those within and across apps). The toolkit also includes a statement coverage tracker that works directly on bytecode and a dedicated tracer of events occurred during app executions. Applying DROIDFAX in two use cases has resulted in important findings about app behavioral patterns and an advanced security defense technique for Android. Empirical results also showed promising efficiency and scalability of DROIDFAX for practical adoption. A demo video for DROIDFAX can be viewed here or downloaded here.
DroidFax: Android应用程序系统表征的工具包
随着Android应用市场的不断发展,我们迫切需要自动化工具的支持,从而让Android开发者能够以更高的生产率制作出高质量的应用。然而,现有的Android工具大多以安全和隐私保护为目标,主要针对终端用户和安全分析师。为了填补这一空白,我们提出了DROIDFAX,这是一个针对开发人员的工具包,可以帮助他们全面了解Android应用程序的代码结构和行为特征。为此,DROIDFAX通过对普通方法调用(包括通过反射和异常控制流的调用)和组件间通信(包括应用内部和跨应用)的轻量级代码分析和概要分析,在多个维度和视图中提供了系统的应用特性。该工具包还包括一个语句覆盖跟踪器,它直接作用于字节码和一个专用的应用程序执行期间发生的事件跟踪器。在两个用例中应用DROIDFAX已经产生了关于应用程序行为模式和Android高级安全防御技术的重要发现。实证结果还表明,DROIDFAX具有良好的效率和可扩展性,可供实际应用。DROIDFAX的演示视频可以在这里观看或下载。
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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