人类感知的设计生成：将3D人物融入平面设计
Human-aware Design Generation: Adding 3D Humans into Graphic Designs
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中文总结 AI 辅助
本文提出设计条件3D人物添加任务，通过预测3D姿态、2D构图和空间布局将3D人物融入平面设计，生成更协调的整体设计，并首次探索3D与2D设计的联系。
中文摘要 AI 辅助
当今的平面设计大多包含人物图像，人物以精巧的方式摆姿和构图，以引导观众的视觉探索并唤起期望的情感。尽管自动平面设计生成近期取得了进展，但尚无工作研究人物表征在设计创作中的作用。本文通过研究一项名为“设计条件3D人物添加”的新任务，力求强调视觉人物表征在平面设计生成中的重要性。为解决该任务，我们提出一个模型，通过预测3D姿态、在包含人物的图像中的2D构图，以及该图像在输入设计中的空间布局，将3D人物表征添加到现有部分设计中，以生成完整设计。实验表明，我们的模型在预测3D人物姿态、2D取景和人物图像布局方面优于基线，这些预测更好地与现有设计元素协调，并生成更高质量的整体设计。我们的工作是首个探索3D人物生成与2D平面设计生成之间联系的研究，这将激励未来利用3D信息构建更强大的2D领域平面设计生成模型的研究。代码可在该https URL获取。
英文摘要
Graphic designs nowadays predominantly contain human images, where people are posed and framed in a delicate way to guide viewers' visual exploration and evoke desired feelings. Despite recent progress in automatic graphic design generation, there has been no work on investigating the role of the human representations in design creation. In this paper, we seek to emphasize the importance of visual human representations in graphic design generation, by studying a novel task, dubbed as design-conditioned 3D human adding. To solve this task, we propose a model that adds 3D human representations into an existing partial design, by predicting their 3D poses, their 2D composition in the image containing them, as well as the spatial arrangement of the image in the input design, to generate a complete design. Our experiments show that our model outperforms baselines by predicting the 3D human poses, 2D framing and human image layout that better harmonize with the other existing design elements, and generating higher-quality holistic designs. Our work is the first to explore connections between 3D human generation and 2D graphic design generation, which would inspire future research in leveraging 3D information to build more powerful generative models for graphic designs in the 2D domain. The code is available at https://github.com/GreyNails/Human-aware-Design-Generation-Adding-3D-Humans-into-Graphic-Designs.
发表机构
- ShanghaiTech University（上海科技大学）
机构由 AI 辅助整理，请以论文原文为准。
