CASIA OpenIR  > 模式识别国家重点实验室  > 三维可视计算
Customized Summarizations of Visual Data Collections
Yuan, Mengke1,2; Ghanem, Bernard3; Yan, Dong-Ming1,2; Wu, Baoyuan4,5,6; Zhang, Xiaopeng1,2; Wonka, Peter3
Source PublicationCOMPUTER GRAPHICS FORUM
ISSN0167-7055
2021-07-12
Pages24
Corresponding AuthorWonka, Peter(peter.wonka@kaust.edu.sa)
AbstractWe propose a framework to generate customized summarizations of visual data collections, such as collections of images, materials, 3D shapes, and 3D scenes. We assume that the elements in the visual data collections can be mapped to a set of vectors in a feature space, in which a fitness score for each element can be defined, and we pose the problem of customized summarizations as selecting a subset of these elements. We first describe the design choices a user should be able to specify for modeling customized summarizations and propose a corresponding user interface. We then formulate the problem as a constrained optimization problem with binary variables and propose a practical and fast algorithm based on the alternating direction method of multipliers (ADMM). Our results show that our problem formulation enables a wide variety of customized summarizations, and that our solver is both significantly faster than state-of-the-art commercial integer programming solvers and produces better solutions than fast relaxation-based solvers.
Keywordhuman-computer interfaces interaction information visualization visualization
DOI10.1111/cgf.14336
WOS KeywordEXPLORATION
Indexed BySCI
Language英语
Funding ProjectNational Natural Science Foundation of China[62071157] ; National Natural Science Foundation of China[61620106003] ; National Natural Science Foundation of China[61772523] ; National Natural Science Foundation of China[61972459] ; KAUST Baseline Funding ; China Postdoctoral Science Foundation[2020M680754] ; Open Project Program of State Key Laboratory of Virtual Reality Technology and Systems, Beihang University[VRLAB2020C03] ; Tencent AI Lab Rhino-Bird Focused Research Program[JR202023]
Funding OrganizationNational Natural Science Foundation of China ; KAUST Baseline Funding ; China Postdoctoral Science Foundation ; Open Project Program of State Key Laboratory of Virtual Reality Technology and Systems, Beihang University ; Tencent AI Lab Rhino-Bird Focused Research Program
WOS Research AreaComputer Science
WOS SubjectComputer Science, Software Engineering
WOS IDWOS:000672172000001
PublisherWILEY
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/45275
Collection模式识别国家重点实验室_三维可视计算
Corresponding AuthorWonka, Peter
Affiliation1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, 95 East Zhongguancun Rd, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Sch Artificial Intelligence, 19 A Yuquan Rd, Beijing 100149, Peoples R China
3.King Abdullah Univ Sci & Technol, CEMSE, Thuwal 239556900, Saudi Arabia
4.Chinese Univ Hong Kong, Sch Data Sci, 2001 Longxiang Rd, Shenzhen, Peoples R China
5.Shenzhen Res Inst Big Data, Secure Comp Lab Big Data, 2001 Longxiang Rd, Shenzhen, Peoples R China
6.Tencent AI Lab, Shenzhen, Peoples R China
First Author AffilicationChinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
Recommended Citation
GB/T 7714
Yuan, Mengke,Ghanem, Bernard,Yan, Dong-Ming,et al. Customized Summarizations of Visual Data Collections[J]. COMPUTER GRAPHICS FORUM,2021:24.
APA Yuan, Mengke,Ghanem, Bernard,Yan, Dong-Ming,Wu, Baoyuan,Zhang, Xiaopeng,&Wonka, Peter.(2021).Customized Summarizations of Visual Data Collections.COMPUTER GRAPHICS FORUM,24.
MLA Yuan, Mengke,et al."Customized Summarizations of Visual Data Collections".COMPUTER GRAPHICS FORUM (2021):24.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Yuan, Mengke]'s Articles
[Ghanem, Bernard]'s Articles
[Yan, Dong-Ming]'s Articles
Baidu academic
Similar articles in Baidu academic
[Yuan, Mengke]'s Articles
[Ghanem, Bernard]'s Articles
[Yan, Dong-Ming]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Yuan, Mengke]'s Articles
[Ghanem, Bernard]'s Articles
[Yan, Dong-Ming]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.