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首页> 外文会议>International Conference on Human-Computer Interaction;Thematic Area, Conference on Human-Computer Interaction >A Review of the Gaps and Opportunities of Nudity and Skin Detection Algorithmic Research for the Purpose of Combating Adolescent Sexting Behaviors
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A Review of the Gaps and Opportunities of Nudity and Skin Detection Algorithmic Research for the Purpose of Combating Adolescent Sexting Behaviors

机译：旨在消除青少年性行为的裸露和皮肤检测算法研究的空白和机会综述

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摘要

We present a comprehensive literature review of algorithmic or computational approaches to detect nudity and/or skin that could be used as a means of preventing adolescent sexting behaviors. We identified 45 peer-reviewed articles that summarize the state-of-the-art in this field to show research gaps and opportunities for future research. We found several important gaps in the literature. For instance, most of the work related to the detection of nudity and/or skin has been done at the software level only; and while numerous algorithms exist in this space, they all operate on already digitized images. Therefore, researchers should consider addressing nudity detection at the hardware level to prevent digitization of these images before they cause harm. In addition, most of the literature we reviewed focused on the computational aspects of detection without further exploring what interventions may be appropriate once detection has occurred. Hence, they do not meaningfully address risk mitigation strategies that would be effective for tackling the problem of adolescent sexting behaviors. Therefore, computational researchers who focus on nudity and/or skin detection need to engage with Human-Computer Interaction (HCI) researchers to determine how to translate their research into actionable solutions for adolescent online safety.
机译：我们提供了有关检测裸露和/或皮肤的算法或计算方法的综合文献综述，这些方法可以用作预防青少年性交行为的手段。我们确定了45篇经过同行评审的文章，总结了该领域的最新技术，以显示研究差距和未来研究的机会。我们在文献中发现了几个重要的空白。例如，与裸露和/或皮肤检测有关的大多数工作仅在软件级别完成；尽管这个空间中存在着许多算法，但它们都对已经数字化的图像起作用。因此，研究人员应考虑在硬件级别解决裸露检测问题，以防止这些图像造成伤害之前将其数字化。此外，我们回顾的大多数文献都将重点放在检测的计算方面，而没有进一步探讨一旦检测发生，哪种干预措施是合适的。因此，他们没有有意义地解决风险缓解策略，该策略将有效解决青少年性行为问题。因此，专注于裸露和/或皮肤检测的计算研究人员需要与人机交互（HCI）研究人员合作，以确定如何将其研究转化为可行的青少年在线安全解决方案。

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