Balance-Aware Grid Collage for Small Image Collections

doi:10.1109/TVCG.2021.3113031

CORC > 自动化研究所 > 中国科学院自动化研究所 > 多模态人工智能系统全国重点实验室

	Balance-Aware Grid Collage for Small Image Collections
	Song, Yu 4,5; Tang, Fan 3; Dong, Weiming 4,5; Huang, Feiyue 2; Lee, Tong-Yee 1; Xu, Changsheng 4,5
刊名	IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS
	2023-02-01
卷号	29 期号:2 页码:1330-1344
关键词	Grid collage visual balance reinforcement learning
ISSN号	1077-2626
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.
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关键词	GENETIC ALGORITHMS ; PHOTO COLLAGE
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
内容类型	期刊论文
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.