Deep feature representation for anti-fraud system

被引：5

作者：

Tu, Bing ^{[1
]}

He, Danbing ^{[1
]}

Shang, Yongheng ^{[2
]}

Zhou, Chengle ^{[1
]}

Li, Wujing ^{[1
]}

机构：

[1] Hunan Inst Sci & Technol, Coll Informat & Commun Engn, Yueyang 414006, Peoples R China

[2] Zhejiang Univ, Sch Aeronaut & Astronaut, Hangzhou, Zhejiang, Peoples R China

来源：

JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION | 2019年 / 59卷

基金：

中国国家自然科学基金;

关键词：

Convolutional neural network; Anti-fraud; Distance metric;

D O I：

10.1016/j.jvcir.2019.01.031

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Online payment is becoming popular due to the development of e-commerce. So payment safety is more important. Since there is a fraudulent situation, an anti-fraud system is indispensable. GMM was lever-aged in many anti-fraud applications, but it only takes positive sample into account. Convolutional neural network is a strong strategy for learning deep representation of samples. So in this paper, we propose a CNNs architecture to deal with this problem. And the distance metric method can effectively identify whether candidates are the same person. Experimental results show the effectiveness of our method. (C) 2019 Published by Elsevier Inc.

引用

页码：253 / 256

页数：4

共 19 条

[1]

[Anonymous], 2016, ARXIV161001708

[2]

[Anonymous], 2017, INF SCI

[3]

[Anonymous], 2016, IEEE T INFORM FORENS

[4]

[Anonymous], ARXIV15120056

[5] When Deep Learning Meets Metric Learning: Remote Sensing Image Scene Classification via Learning Discriminative CNNs [J].

Cheng, Gong ;

Yang, Ceyuan ;

Yao, Xiwen ;

Guo, Lei ;

Han, Junwei .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 56 (05) :2811-2821

[6] Duplex Metric Learning for Image Set Classification [J].

Cheng, Gong ;

Zhou, Peicheng ;

Han, Junwei .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 27 (01) :281-292

[7] Spoofing Face Recognition With 3D Masks [J].

Erdogmus, Nesli ;

Marcel, Sebastien .

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2014, 9 (07) :1084-1097

[8] Advanced Deep-Learning Techniques for Salient and Category-Specific Object Detection A survey [J].

Han, Junwei ;

Zhang, Dingwen ;

Cheng, Gong ;

Liu, Nian ;

Xu, Dong .

IEEE SIGNAL PROCESSING MAGAZINE, 2018, 35 (01) :84-100

[9] Robust Object Co-Segmentation Using Background Prior [J].

Han, Junwei ;

Quan, Rong ;

Zhang, Dingwen ;

Nie, Feiping .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 27 (04) :1639-1651

[10]

Köstinger M, 2012, PROC CVPR IEEE, P2288, DOI 10.1109/CVPR.2012.6247939

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