CASIA OpenIR  > 智能感知与计算研究中心
Semi-supervised Elastic net for pedestrian counting
Tan, Ben1; Zhang, Junping1; Wang, Liang2
2011-10-01
发表期刊PATTERN RECOGNITION
卷号44期号:10-11页码:2297-2304
文章类型Article
摘要Pedestrian counting plays an important role in public safety and intelligent transportation. Most pedestrian counting algorithms based on supervised learning require much labeling work and rarely exploit the topological information of unlabelled data in a video. In this paper, we propose a Semi-Supervised Elastic Net (SSEN) regression method by utilizing sequential information between unlabelled samples and their temporally neighboring samples as a regularization term. Compared with a state-of-the-art algorithm, extensive experiments indicate that our algorithm can not only select sparse representative features from the original feature space without losing their interpretability, but also attain superior prediction performance with only very few labelled frames. (C) 2010 Elsevier Ltd. All rights reserved.
关键词Semi-supervised Regression Elastic Net Pedestrian Counting Feature Selection Statistical Landscape Features
WOS标题词Science & Technology ; Technology
关键词[WOS]REGRESSION ; SELECTION ; TEXTURE
收录类别SCI
语种英语
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000292849000008
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9751
专题智能感知与计算研究中心
作者单位1.Fudan Univ, Sch Comp Sci, Shanghai Key Lab Intelligent Informat Proc, Shanghai 200433, Peoples R China
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100864, Peoples R China
推荐引用方式
GB/T 7714
Tan, Ben,Zhang, Junping,Wang, Liang. Semi-supervised Elastic net for pedestrian counting[J]. PATTERN RECOGNITION,2011,44(10-11):2297-2304.
APA Tan, Ben,Zhang, Junping,&Wang, Liang.(2011).Semi-supervised Elastic net for pedestrian counting.PATTERN RECOGNITION,44(10-11),2297-2304.
MLA Tan, Ben,et al."Semi-supervised Elastic net for pedestrian counting".PATTERN RECOGNITION 44.10-11(2011):2297-2304.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Tan, Ben]的文章
[Zhang, Junping]的文章
[Wang, Liang]的文章
百度学术
百度学术中相似的文章
[Tan, Ben]的文章
[Zhang, Junping]的文章
[Wang, Liang]的文章
必应学术
必应学术中相似的文章
[Tan, Ben]的文章
[Zhang, Junping]的文章
[Wang, Liang]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

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。