Balance-Aware Grid Collage for Small Image Collections

doi:10.1109/TVCG.2021.3113031

	Balance-Aware Grid Collage for Small Image Collections
	Song, Yu 1,2; Tang, Fan3 ; Dong, Weiming1,2 ; Huang, Feiyue 4; Lee, Tong-Yee 5; Xu, Changsheng1,2
发表期刊	IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS
ISSN	1077-2626
	2023-02-01
卷号	29 期号:2 页码:1330-1344
通讯作者	Dong, Weiming(weiming.dong@ia.ac.cn)
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.
关键词	Grid collage visual balance reinforcement learning
DOI	10.1109/TVCG.2021.3113031
关键词[WOS]	GENETIC ALGORITHMS ; PHOTO COLLAGE
收录类别	SCI
语种	英语
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
项目资助者	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
WOS研究方向	Computer Science
WOS类目	Computer Science, Software Engineering
WOS记录号	WOS:000906475100004
出版者	IEEE COMPUTER SOC
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/51079
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.Chinese Acad Sci, Inst Automat, NLPR, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100040, Peoples R China 3.Jinlin Univ, Sch Artificial Intelligence, Changchun 130012, Jilin, Peoples R China 4.Tencent, Youtu Lab, Shanghai 200233, Peoples R China 5.Natl Cheng Kung Univ, Tainan 701, Taiwan
第一作者单位	模式识别国家重点实验室
通讯作者单位	模式识别国家重点实验室
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.