arrow
返回

A Semi-Supervised Method for Surveillance-Based Visual Location Recognition

delete2017-11-01
delete12
PRE
AI
P
Pengcheng Liu
杨
杨沛沛 (Peipei Yang)
C
Chong Wang
K
Kaiqi Huang *
Tieniu Tan 封面图
Tieniu Tan (Tieniu Tan)
DOI:10.1109/TCYB.2016.2578639delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
In this paper, we are devoted to solving the problem of crossing surveillance and mobile phone visual location recognition, especially for the case that the query and reference images are captured by mobile phone and surveillance camera, respectively. Besides, we also study the influence of the environmental condition variations on this problem. To explore that problem, we first build a cross-device location recognition dataset, which includes images of 22 locations taken by mobile phones and surveillance cameras under different time and weather conditions. Then based on careful analysis of the problems existing in the data, we specifically design a method which unifies an unsupervised subspace alignment method and the semi-supervised Laplacian support vector machine. Experiments are performed on our dataset. Compared with several related methods, our method shows to be more efficient on the problem of crossing surveillance and mobile phone visual location recognition. Furthermore, the influence of several factors such as feature, time, and weather is studied.
Keyword:
Cross-device (C-D) recognition
semi-supervised learning
visual localization

期刊

IEEE Transactions on Cybernetics 封面图
IEEE Transactions on Cybernetics
IF:
10.5
论文数:
1.1W
被引数:
5.0W

机构

C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
引用论文

引用论文

A novel endoesophageal magnetic device to prevent gastroesophageal reflux
err2008-12-31
err0
PREAI
errMauro Bortolotti; Annamaria Grandis; Giosuè Mazzero
err分享
err收藏
What Makes Paris Look like Paris?
err2012-07-01
err450
errOAAI
errDoersch, Carl; Singh, Saurabh; Gupta, Abhinav; Sivic, Josef; Efros, Alexei A.
err分享
err收藏
Attention-deficit/hyperactivity disorder: a neuropsychiatric disorder with childhood onset
err2000-03-01
err0
PREAI
errAlessandro Zuddas; Bernadette Ancilletta; Pierandrea Muglia; Carlo Cianchetti
err分享
err收藏
Picosecond optical studies of nickel(II) protoporphyrin IX dimethyl ester
err1989-12-01
err0
PREAI
errScott H. Courtney; Tom M. Jedju; Joel M. Friedman; Rhett G. Alden; Mark R. Ondrias
err分享
err收藏
err分享
err收藏
err分享
err收藏
学者 查看更多内容