arXiv:2501.08352cs.DLcs.CV2025-01综述

构建古画语义描述模型,助力文化分析与知识组织

A Preliminary Survey of Semantic Descriptive Model for Images

  • 融合图像学理论与术语提取新流程,构建统一语义模型
  • 在故宫古画数据集上验证有效,支持深度文化分析
  • 适合艺术史、数字人文研究者使用

针对古代中国绘画(ACP)领域缺乏统一的图像描述与主题级深层文化分析框架的问题,本研究基于北京故宫博物院的ACP藏品,结合图像学理论,提出一种新的术语提取与映射工作流,构建了语义描述模型(SDM)。实验结果表明该模型具有良好的有效性,可为后续的艺术相关知识组织与文化探索提供支持。

原文摘要 · Abstract (English)

Considering the lack of a unified framework for image description and deep cultural analysis at the subject level in the field of Ancient Chinese Paintings (ACP), this study utilized the Beijing Palace Museum's ACP collections to develop a semantic model integrating the iconological theory with a new workflow for term extraction and mapping. Our findings underscore the model's effectiveness. SDM can be used to support further art-related knowledge organization and cultural exploration of ACPs.

古画分析语义模型数字人文

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