CROWD SEGMENTATION BASED ON FUSION OF APPEARANCE AND MOTION FEATURES

机译：基于外观和运动特征融合的人群分割

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Crowd segmentation is an important topic in a visual surveillance system.In this paper,crowd segmentation is formulated as a problem to cluster the feature points inside the foreground region with a set of rectangles.Coherent motion of feature points in an individual are fused with appearance cues around the feature points for crowd segmentation,which has improved the segmentation performance.Furthermore,three descriptors are proposed to extract the points with a non-articulated movement.Some results on the CAVIAR dataset have been shown.The results show that coherent motion cue can be used more reliably by considering the points with rigid motion only.

机译：人群分割是视觉监控系统中的一个重要主题。本文将人群分割公式化为将前景区域内的特征点与一组矩形聚类的问题。个体中特征点的相干运动与外观融合在一起围绕特征点进行线索分割，从而提高了分割性能。此外，提出了三个描述子以无关节运动的方式提取点。在CAVIAR数据集上显示了一些结果。结果表明，相干运动线索仅考虑刚性运动的点就可以更可靠地使用。

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来源
《2011 Third Chinese Conference on Intelligent Visual Surveillance》|2011年|105-108|共4页
会议地点 Beijing(CN)
作者
Ya-Li Hou; Grantham K. H. Pang;
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作者单位

Department of Electrical and Electronic Engineering,The University of Hong Kong;

Department of Electrical and Electronic Engineering,The University of Hong Kong;

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会议组织
原文格式 PDF
正文语种 eng
中图分类安全监控系统;
关键词
Crowd segmentation; human detection; Implicit Shape Model (ISM); coherent motion;

机译：人群分割;人体检测;隐身模型（ISM）;相干运动;

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1. Multicue-Based Crowd Segmentation Using Appearance and Motion [J] . Hou Y.-L., Pang G. K. H. Systems, Man, and Cybernetics: Systems, IEEE Transactions on . 2013,第2期

机译：基于外观和运动的基于多线索的人群分割
2. Translation domain segmentation model based on improved cosine similarity for crowd motion segmentation [J] . Yu Haibin, Pan Guoxiong, Zhang Li, Journal of electronic imaging . 2019,第2期

机译：基于改进余弦相似度的翻译域分割模型用于人群运动分割
3. Translation domain segmentation model based on improved cosine similarity for crowd motion segmentation [J] . Yu Haibin, Pan Guoxiong, Zhang Li, Journal of electronic imaging . 2019,第2期

机译：基于人群运动分割改进余弦相似性的翻译域分割模型
4. Crowd segmentation based on fusion of appearance and motion features [C] . Hou Ya-Li, Pang Grantham K. H. Chinese Conference on Intelligent Visual Surveillance . 2012

机译：基于外观和运动功能融合的人群分割
5. Layered deformotion with radiance: A model for appearance, segmentation, registration, and tracking. [D] . Jackson, Jeremy D. 2007

机译：具有辐射的分层变形：外观，分割，配准和跟踪的模型。
6. A Multitask Cascading CNN with MultiScale Infrared Optical Flow Feature Fusion-Based Abnormal Crowd Behavior Monitoring UAV [O] . Yanhua Shao, Wenfeng Li, Hongyu Chu, 2020

机译：具有多尺度红外光流量的多址级联CNN特征基于融合的异常人群行为监控UAV
7. Crowd segmentation based on fusion of appearance and motion features [O] . Hou Y, Pang GKH 2011

机译：基于外观和运动特征融合的人群分割

CROWD SEGMENTATION BASED ON FUSION OF APPEARANCE AND MOTION FEATURES

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