Knowledge Commons of Institute of Automation,CAS
Generating Emotion Descriptions for Fine Art Paintings via Multiple Painting Representations | |
Lu, Yue1,2![]() ![]() ![]() ![]() | |
发表期刊 | IEEE Intelligent Systems
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2023-03-23 | |
卷号 | 38期号:3页码:31-40 |
文章类型 | Regular Paper |
摘要 | The task of generating emotion descriptions for fine art paintings using machine learning is gaining increasing attention. However, captioning the emotions depicted in paintings is challenging due to the artistic and subtle nature of the relied-upon visual clues. Previous studies on painting emotion captioning mainly focus on content-oriented semantic features, resulting in limited performance. Recognizing that facial expressions and body language can reflect human emotions, we propose a novel painting emotion captioning model that incorporates two additional features: facial expression feature and human pose feature. Our model includes a feature fusion method to incorporate these features with commonly used object features. The experiment results on public datasets demonstrate that our proposed model outperforms the baseline. Further experiments on paintings with abstract appearances and image corruptions show the promising performance of our proposed model. |
关键词 | painting captioning |
学科门类 | 工学::计算机科学与技术(可授工学、理学学位) |
DOI | 10.1109/MIS.2023.3260992 |
URL | 查看原文 |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:001012670600004 |
是否为代表性论文 | 否 |
七大方向——子方向分类 | 人工智能基础理论 |
国重实验室规划方向分类 | 人工智能基础前沿理论 |
是否有论文关联数据集需要存交 | 否 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/52112 |
专题 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 |
通讯作者 | Wang, Fei-Yue |
作者单位 | 1.中国科学院自动化研究所 2.中国科学院大学 |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Lu, Yue,Guo, Chao,Dai, Xingyuan,et al. Generating Emotion Descriptions for Fine Art Paintings via Multiple Painting Representations[J]. IEEE Intelligent Systems,2023,38(3):31-40. |
APA | Lu, Yue,Guo, Chao,Dai, Xingyuan,&Wang, Fei-Yue.(2023).Generating Emotion Descriptions for Fine Art Paintings via Multiple Painting Representations.IEEE Intelligent Systems,38(3),31-40. |
MLA | Lu, Yue,et al."Generating Emotion Descriptions for Fine Art Paintings via Multiple Painting Representations".IEEE Intelligent Systems 38.3(2023):31-40. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Generating_Emotion_D(1045KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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