大型语言-视觉模型的视觉提示工程

What does CLIP know about a red circle? Visual prompt engineering for VLMs

Aleksandar Shtedritski, Christian Rupprecht, Andrea Vedaldi
[University of Oxford]

大型语言-视觉模型的视觉提示工程

要点:

动机：研究如何让计算机视觉模型更好地理解图像，并探讨大型语言-视觉模型存在的潜在伦理问题。
方法：通过在图像上标记(比如画圈)的方式来引导模型更好地理解图像，从而在一些任务上取得了很好的效果，并对模型行为进行了分析，以探究模型的表现原因。
优势：这种标记方法能够在零样本情况下帮助模型更好地理解图像，并在一些任务上取得了很好的效果。此外，该论文还探讨了大型语言-视觉模型存在的潜在伦理问题。

研究了如何通过简单的标记(比如画个红圈)来引导计算机视觉模型(如CLIP)更好地理解图像，从而在一些任务上取得了很好的效果，并探讨了大型语言-视觉模型存在的一些潜在的伦理问题。

https://arxiv.org/abs/2304.06712
大型语言-视觉模型的视觉提示工程

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