中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
首页 机构 成果 学者
  
  1. CAS IR Grid
  2. 自动化研究所
  3. 中国科学院自动化研究所
  4. 多模态人工智能系统全国重点实验室
  5. 三维可视计算
Customized Summarizations of Visual Data Collections

文献类型：期刊论文

作者Yuan, Mengke1,2; Ghanem, Bernard3; Yan, Dong-Ming1,2; Wu, Baoyuan4,5,6; Zhang, Xiaopeng1,2; Wonka, Peter3
刊名COMPUTER GRAPHICS FORUM
出版日期2021-07-12
页码24
关键词human-computer interfaces interaction information visualization visualization
ISSN号0167-7055
DOI10.1111/cgf.14336
通讯作者Wonka, Peter(peter.wonka@kaust.edu.sa)
英文摘要We 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.
WOS关键词EXPLORATION
资助项目National 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]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000672172000001
出版者WILEY
资助机构National 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
源URL[http://ir.ia.ac.cn/handle/173211/45274]  
专题模式识别国家重点实验室_三维可视计算
通讯作者Wonka, Peter
作者单位1.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
推荐引用方式
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.

入库方式： OAI收割

来源：自动化研究所

浏览0
下载0
收藏0
其他版本

除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。