CASIA OpenIR  > 智能感知与计算研究中心
Large Scale Crowd Analysis Based on Convolutional Neural Network
Lijun, Cao; Kaiqi, Huang
Source PublicationPattern Recognition
2015-06-06
Volume48Issue:10Pages:3016–3024
AbstractNowadayscrowdsurveillanceisanactiveareaofresearch.Crowdsurveillanceisalwaysaffectedby
variousconditions,suchasdifferentscenes,weather,ordensityofcrowd,whichrestrictsthereal
application. Thispaperproposesaconvolutionalneuralnetwork(CNN)basedmethodtomonitorthe
number ofcrowd flow,suchasthenumberofenteringorleavingpeopleinhighdensitycrowd.Itusesan
indirect strategyofcombiningclassification CNNwithregressionCNN,whichismorerobustthanthe
direct way.Alargeenoughdatabaseisbuiltwithlotsofrealvideosofpublicgates,andplentyof
experimentsshowthattheproposedmethodperformswellundervariousweatherconditionsnomatter
either indaytimeoratnight.
KeywordCrowd Analysis Flow Counting Cnn Large Scaledata
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/11816
Collection智能感知与计算研究中心
Corresponding AuthorKaiqi, Huang
Affiliation中国科学院自动化研究所
Recommended Citation
GB/T 7714
Lijun, Cao,Kaiqi, Huang. Large Scale Crowd Analysis Based on Convolutional Neural Network[J]. Pattern Recognition,2015,48(10):3016–3024.
APA Lijun, Cao,&Kaiqi, Huang.(2015).Large Scale Crowd Analysis Based on Convolutional Neural Network.Pattern Recognition,48(10),3016–3024.
MLA Lijun, Cao,et al."Large Scale Crowd Analysis Based on Convolutional Neural Network".Pattern Recognition 48.10(2015):3016–3024.
Files in This Item: Download All
File Name/Size DocType Version Access License
large scale crowd an(11466KB)期刊论文作者接受稿开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Lijun, Cao]'s Articles
[Kaiqi, Huang]'s Articles
Baidu academic
Similar articles in Baidu academic
[Lijun, Cao]'s Articles
[Kaiqi, Huang]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Lijun, Cao]'s Articles
[Kaiqi, Huang]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: large scale crowd analysis based on CNN-main.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.