Data-efficient image captioning of fine art paintings via virtual-real semantic alignment training | |
Lu Yue1,2; Guo Chao1,2; Dai Xingyuan1,2; Wang Fei-yue2 | |
刊名 | Neurocomputing |
2022 | |
页码 | 163–180 |
关键词 | 平行艺术 绘画图像标注 |
英文摘要 | The image captioning of fine art paintings aims at generating a sentence to describe the painting content. Compared with photographic images, there are few annotated data of clear and precise content descrip tions for paintings. Besides, painting images usually have abstract expressions, making it hard to extract their representative features. In this paper, we propose a virtual-real semantic alignment training process to address these challenges in painting captioning. To provide sufficient training data, we generate a vir tual painting captioning dataset by applying style transfer to a large-scale photographic image captioning dataset and maintaining their annotations. To tackle the difficulty of abstract expressions, we employ a semantic alignment loss between photographic image features and virtual painting features to guide the training of the painting feature extractor. We evaluate our method in two data-hungry scenarios where only a few or no annotated painting data for training. According to the evaluation results on a public painting captioning dataset and our annotated painting captioning dataset, our model achieves signifi cant improvements and higher data efficiency than the baselines in the two data-hungry scenarios on all datasets. |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/48745] |
专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
通讯作者 | Wang Fei-yue |
作者单位 | 1.中国科学院大学 2.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. Data-efficient image captioning of fine art paintings via virtual-real semantic alignment training[J]. Neurocomputing,2022:163–180. |
APA | Lu Yue,Guo Chao,Dai Xingyuan,&Wang Fei-yue.(2022).Data-efficient image captioning of fine art paintings via virtual-real semantic alignment training.Neurocomputing,163–180. |
MLA | Lu Yue,et al."Data-efficient image captioning of fine art paintings via virtual-real semantic alignment training".Neurocomputing (2022):163–180. |
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