Knowledge Commons of Institute of Automation,CAS
Automatic group activity annotation for mobile videos | |
Zhao, Chaoyang1![]() ![]() ![]() | |
发表期刊 | MULTIMEDIA SYSTEMS
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2017-11-01 | |
卷号 | 23期号:6页码:667-677 |
文章类型 | Article |
摘要 | Due to the rapid growth of modern mobile devices, users can capture a variety of videos at anytime and anywhere. The explosive growth of mobile videos brings about the difficulty and challenge on categorization and management. In this paper, we propose a novel approach to annotate group activities for mobile videos, which helps tag each person with an activity label, thus helping users efficiently manage the uploaded videos. To extract rich context information, we jointly model three co-existing cues including the activity duration time, individual action feature and the context information shared between person interactions. Then these appearances and context cues are modeled with a structure learning framework, which can be solved by inference with a greedy forward search. Moreover, we can infer group activity labels of all the persons together with their activity durations, especially for the situation with multiple group activities co-existing. Experimental results on mobile video dataset show that the proposed approach achieves outstanding results for group activity classification and annotation. |
关键词 | Activity Annotation Group Activity Context Learning |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1007/s00530-016-0514-9 |
关键词[WOS] | RECOGNITION ; CONTEXT ; MODELS |
收录类别 | SCI |
语种 | 英语 |
项目资助者 | 863 Program(2014AA015104) ; National Natural Science Foundation of China(61273034 ; 61332016) |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Information Systems ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000415313700003 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/20112 |
专题 | 紫东太初大模型研究中心_图像与视频分析 |
作者单位 | 1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China 2.Beijing Univ Technol, Sch Software Engn, Beijing, Peoples R China |
第一作者单位 | 模式识别国家重点实验室 |
推荐引用方式 GB/T 7714 | Zhao, Chaoyang,Wang, Jinqiao,Li, Jianqiang,et al. Automatic group activity annotation for mobile videos[J]. MULTIMEDIA SYSTEMS,2017,23(6):667-677. |
APA | Zhao, Chaoyang,Wang, Jinqiao,Li, Jianqiang,&Lu, Hanqing.(2017).Automatic group activity annotation for mobile videos.MULTIMEDIA SYSTEMS,23(6),667-677. |
MLA | Zhao, Chaoyang,et al."Automatic group activity annotation for mobile videos".MULTIMEDIA SYSTEMS 23.6(2017):667-677. |
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赵朝阳_ Automatic group(1533KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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