[1]LIN Chen-hao,FAN Meng-tian.Application of landmark recognition on iPhone[J].西安建筑科技大学学报:自然科学版,2013,45(05):755-760.[doi:10.15986/j.1006-7930.2013.05.025]
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Application of landmark recognition on iPhone()
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西安建筑科技大学学报:自然科学版[ISSN:1006-7930/CN:61-1295/TU]

卷:
45
期数:
2013年05期
页码:
755-760
栏目:
出版日期:
2013-10-31

文章信息/Info

文章编号:
1006-7930(2013)05-0755-06
作者:
LIN Chen-hao;  FAN Meng-tian
(Electrical Engineering Department of Columbia University, New York, USA)
关键词:
landmark recognition;  iPhone;  SIFT;  gist;  SVM;  BoW
分类号:
TN 929.5
DOI:
10.15986/j.1006-7930.2013.05.025
文献标志码:
A
摘要:
Landmark recognition on iPhone was proposed in this paper, so as to enable the user to take photos of some famous landmarks in the world and return the result of what this landmark is as well as provide some useful information about this landmark such as travel guide, history and interesting activities. The approach to recognize the landmark is by extracting features, using bag-of-words model and support vector machine to train the dataset, hence to get the classification model. Then this model is used to predict photos the user has taken. This article compares the different algorithm like SIFT, Gist and Hog to extract features and build a classification model. This article uses PC as the server to recognize landmark photos and return results to users.

参考文献/References:

[1] YAMAUCHI B, LANGLEY P.Placerecognitionin dynamic environments [J].Robotic Systems, 1997, 14(2):107-120.
[2] BOSCH A, ZISSERMAN A, MU珦NOZ X.Scene classification using a hybrid generative/discriminative approach[J].IEEE Trans.Pattern Analysis MachineIntelligence, 2008, 4(3): 712-726.
[3] TORRALBA A.Context-Based VisionSystemfor Placeand Object Recognition[C]//Proc.IEEEIntl Conf.Com-puter Vision.IEEE Press, 2003, 1(2): 273-280.
[4] YAP K, CHEN T, LI Zetal.A Comparativestudyof mobile-basedlandmarkrecognitiontechiniques[J].Intelli-gent SystemsIEEE, 2010, 25(2): 48-57.
[5] OLIVE A, TORRALBA A.Buildingthegistofascene: theroleofglobalimagefeaturesinrecognition[J].VisualPerception, Progressin Brain Research, 2006, 155(2): 59-63.

备注/Memo

备注/Memo:
收稿日期:2013-03-20 修改稿日期:2013-10-08
基金项目:Project supported by the National Natural Science Foundation of China (Grant No. 13BF053)
作者简介:LIN Chen-hao(1989-),Master, New York,USA,E-mail:linchenhao1989@gmail.com
更新日期/Last Update: 2015-10-05