Moving Object Refining in Traffic Monitoring Applications
Kunfeng Wang; Qingming Yao; Xin Qiao; Shuming Tangand Fei-Yue Wang
2007-09-01
会议名称The Proceedings of the 10th IEEE International Conference on Intelligent Transportation Systems
会议日期Sept. 30 - Oct. 3, 2007
会议地点Seattle, WA, USA
摘要Moving object segmentation is an important task in vision-based traffic monitoring applications. In traffic scenes, various outliers such as sudden illumination changes, moving cast shadows, camera jitter, etc., often cause serious errors in image analysis due to misclassification of moving objects. An efficient moving object refining approach is thus expected. In this paper, we address the problem of moving object refining by processing the background subtraction results. In an analytical multi-stage procedure, we remove sudden illumination changesandlocalreflectedregionsemployingphotometriccolor invariants, remove moving cast shadows based on a single Gaussian shadow model, uniform-region classification, and spatial analysis, and further remove other types of outliers in a postprocessing stage of area filtering and area-to-perimeter test. Experimental results on actual video sequences representative of different traffic scenes and illuminations are presented. The results illustrate that our approach is efficient when handling widely different conditions that can occur.
关键词Gaussian Processes Computerised Monitoring Filtering Theory Image Classification Image Colour Analysis Image Segmentation Image Sequences Lighting Object Detection Photometry
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/12397
专题智能制造技术与系统研究中心_先进制造与自动化
推荐引用方式
GB/T 7714
Kunfeng Wang,Qingming Yao,Xin Qiao,et al. Moving Object Refining in Traffic Monitoring Applications[C],2007.
条目包含的文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
Moving Object Refini(1202KB)会议论文 开放获取CC BY-NC-SA浏览 请求全文
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
[Kunfeng Wang]的文章
[Qingming Yao]的文章
[Xin Qiao]的文章
百度学术
百度学术中相似的文章
[Kunfeng Wang]的文章
[Qingming Yao]的文章
[Xin Qiao]的文章
必应学术
必应学术中相似的文章
[Kunfeng Wang]的文章
[Qingming Yao]的文章
[Xin Qiao]的文章
相关权益政策
暂无数据
收藏/分享
文件名: Moving Object Refining in Traffic Monitoring Applications.pdf
格式: Adobe PDF
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。