arXiv:2505.04497cs.CVcs.AI2025-05被引 1

给AI图像生成的创意行为定量化,帮用户选对模型

Defining and Quantifying Creative Behavior in Popular Image Generators

  • 从实用角度定义创意,提出可量化的评估指标
  • 在多个主流图像生成模型上测试,结果符合人类直觉
  • 适合需要判断AI创造力的研究者和开发者

生成式AI模型的创造力多年来一直是科学界争论的焦点,尚无定论。本文从实践角度研究创意,提出一套定量度量方法,帮助用户根据任务需求选择合适的AI模型。我们在多个主流图像生成模型上评估了这些度量指标,结果显示其结果与人类直觉相符,具备实际参考价值。

原文摘要 · Abstract (English)

Creativity of generative AI models has been a subject of scientific debate in the last years, without a conclusive answer. In this paper, we study creativity from a practical perspective and introduce quantitative measures that help the user to choose a suitable AI model for a given task. We evaluated our measures on a number of popular image-to-image generation models, and the results of this suggest that our measures conform to human intuition.

图像生成创意评估量化

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