| Customized Summarizations of Visual Data Collections | |
| Yuan, Mengke1,2; Ghanem, Bernard3; Yan, Dong-Ming1,2; Wu, Baoyuan4,5,6; Zhang, Xiaopeng1,2; Wonka, Peter3 | |
| 刊名 | COMPUTER GRAPHICS FORUM
 |
| 2021-07-12 | |
| 页码 | 24 |
| 关键词 | human-computer interfaces interaction information visualization visualization |
| ISSN号 | 0167-7055 |
| DOI | 10.1111/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. |
| 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关键词 | EXPLORATION |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| 出版者 | WILEY |
| WOS记录号 | WOS:000672172000001 |
| 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 |
| 内容类型 | 期刊论文 |
| 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. |
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