Balance-Aware Grid Collage for Small Image Collections
文献类型：期刊论文
| 作者 | Song, Yu4,5; Tang, Fan3 ; Dong, Weiming4,5; Huang, Feiyue2; Lee, Tong-Yee1; Xu, Changsheng4,5
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| 刊名 | IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS
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| 出版日期 | 2023-02-01 |
| 卷号 | 29期号:2页码:1330-1344 |
| ISSN号 | 1077-2626 |
| 关键词 | Grid collage visual balance reinforcement learning |
| DOI | 10.1109/TVCG.2021.3113031 |
| 通讯作者 | Dong, Weiming(weiming.dong@ia.ac.cn) |
| 英文摘要 | Grid collages (GClg) of small image collections are popular and useful in many applications, such as personal album management, online photo posting, and graphic design. In this article, we focus on how visual effects influence individual preferences through various arrangements of multiple images under such scenarios. A novel balance-aware metric is proposed to bridge the gap between multi-image joint presentation and visual pleasure. The metric merges psychological achievements into the field of grid collage. To capture user preference, a bonus mechanism related to a user-specified special location in the grid and uniqueness values of the subimages is integrated into the metric. An end-to-end reinforcement learning mechanism empowers the model without tedious manual annotations. Experiments demonstrate that our metric can evaluate the GClg visual balance in line with human subjective perception, and the model can generate visually pleasant GClg results, which is comparable to manual designs. |
| WOS关键词 | GENETIC ALGORITHMS ; PHOTO COLLAGE |
| 资助项目 | National Key R&D Program of China[2020AAA0106200] ; National Natural Science Foundation of China[61832016] ; National Natural Science Foundation of China[U20B2070] ; National Natural Science Foundation of China[6210070958] ; Ministry of Science and Technology, Taiwan[110-2221-E-006-135-MY3] ; Open Projects Program of National Laboratory of Pattern Recognition |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| 出版者 | IEEE COMPUTER SOC |
| WOS记录号 | WOS:000906475100004 |
| 资助机构 | National Key R&D Program of China ; National Natural Science Foundation of China ; Ministry of Science and Technology, Taiwan ; Open Projects Program of National Laboratory of Pattern Recognition |
| 源URL | [http://ir.ia.ac.cn/handle/173211/51078]  |
| 专题 | 多模态人工智能系统全国重点实验室 |
| 通讯作者 | Dong, Weiming |
| 作者单位 | 1.Natl Cheng Kung Univ, Tainan 701, Taiwan 2.Tencent, Youtu Lab, Shanghai 200233, Peoples R China 3.Jinlin Univ, Sch Artificial Intelligence, Changchun 130012, Jilin, Peoples R China 4.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100040, Peoples R China 5.Chinese Acad Sci, Inst Automat, NLPR, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Song, Yu,Tang, Fan,Dong, Weiming,et al. Balance-Aware Grid Collage for Small Image Collections[J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS,2023,29(2):1330-1344. |
| APA | Song, Yu,Tang, Fan,Dong, Weiming,Huang, Feiyue,Lee, Tong-Yee,&Xu, Changsheng.(2023).Balance-Aware Grid Collage for Small Image Collections.IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS,29(2),1330-1344. |
| MLA | Song, Yu,et al."Balance-Aware Grid Collage for Small Image Collections".IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS 29.2(2023):1330-1344. |
入库方式： OAI收割
来源：自动化研究所
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