{"title":"基于中国古代绘画的诗歌自动生成","authors":"Jiazhou Chen, Keyu Huang, Yingchaojie Feng, Wei Zhang, Siwei Tan, Wei Chen","doi":"10.3724/sp.j.1089.2021.18633","DOIUrl":null,"url":null,"abstract":": The Chinese painting poem is a very special art form in the history of world art. It combines ancient Chinese literature and fine arts, complements each other and blends together. In order to obtain com-puter-based painting poetry, an automatic poetry generation is proposed based on ancient Chinese paintings. It extracts multiple sentences from ancient paintings, which improves the literary expression ability of ancient poems in paintings. Firstly, a multi-sentence annotation data set for ancient paintings is established, and then semantic features of ancient paintings are extracted through an improved image captioning method. Finally, these modern text descriptions are converted into a four-character poem through a two-way LSTM encoding and decoding framework. The experiment on the paintings of the Song Dynasty demonstrates that the coherent and prosodic poems generated by our method are consistent with the original content and con-text of the ancient paintings. User study shows that the content consistency and user satisfaction of our method are better than keyword-based methods, which proves the validity of the proposed method","PeriodicalId":52442,"journal":{"name":"计算机辅助设计与图形学学报","volume":"1 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Automatic Poetry Generation Based on Ancient Chinese Paintings\",\"authors\":\"Jiazhou Chen, Keyu Huang, Yingchaojie Feng, Wei Zhang, Siwei Tan, Wei Chen\",\"doi\":\"10.3724/sp.j.1089.2021.18633\",\"DOIUrl\":null,\"url\":null,\"abstract\":\": The Chinese painting poem is a very special art form in the history of world art. It combines ancient Chinese literature and fine arts, complements each other and blends together. In order to obtain com-puter-based painting poetry, an automatic poetry generation is proposed based on ancient Chinese paintings. It extracts multiple sentences from ancient paintings, which improves the literary expression ability of ancient poems in paintings. Firstly, a multi-sentence annotation data set for ancient paintings is established, and then semantic features of ancient paintings are extracted through an improved image captioning method. Finally, these modern text descriptions are converted into a four-character poem through a two-way LSTM encoding and decoding framework. The experiment on the paintings of the Song Dynasty demonstrates that the coherent and prosodic poems generated by our method are consistent with the original content and con-text of the ancient paintings. User study shows that the content consistency and user satisfaction of our method are better than keyword-based methods, which proves the validity of the proposed method\",\"PeriodicalId\":52442,\"journal\":{\"name\":\"计算机辅助设计与图形学学报\",\"volume\":\"1 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"计算机辅助设计与图形学学报\",\"FirstCategoryId\":\"1093\",\"ListUrlMain\":\"https://doi.org/10.3724/sp.j.1089.2021.18633\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"Computer Science\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"计算机辅助设计与图形学学报","FirstCategoryId":"1093","ListUrlMain":"https://doi.org/10.3724/sp.j.1089.2021.18633","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Computer Science","Score":null,"Total":0}
Automatic Poetry Generation Based on Ancient Chinese Paintings
: The Chinese painting poem is a very special art form in the history of world art. It combines ancient Chinese literature and fine arts, complements each other and blends together. In order to obtain com-puter-based painting poetry, an automatic poetry generation is proposed based on ancient Chinese paintings. It extracts multiple sentences from ancient paintings, which improves the literary expression ability of ancient poems in paintings. Firstly, a multi-sentence annotation data set for ancient paintings is established, and then semantic features of ancient paintings are extracted through an improved image captioning method. Finally, these modern text descriptions are converted into a four-character poem through a two-way LSTM encoding and decoding framework. The experiment on the paintings of the Song Dynasty demonstrates that the coherent and prosodic poems generated by our method are consistent with the original content and con-text of the ancient paintings. User study shows that the content consistency and user satisfaction of our method are better than keyword-based methods, which proves the validity of the proposed method