A FAST IMAGE SPAM FILTER BASED ON ORB

被引：0
|
作者：
Hou, Yixin [1 ]
Zhao, Bo
Zhang, Honggang
Yan, Hanbing
机构：
[1] Beijing Univ Posts & Telecommun, Pattern Recognit & Intelligent Syst Lab, Beijing 100876, Peoples R China
来源：
PROCEEDINGS OF THE 3RD IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT (IEEE IC-NIDC 2012) | 2012年
基金：
中国国家自然科学基金;
关键词：
Sub-block color histogram; ORB; Scalable vocabulary tree;
D O I：
暂无
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
Image spam has become a new obfuscating method to bypass conventional text based spam filters. In this paper, a new kind of image spam filtering method is proposed based on the characteristics of the spam being sent repeatedly and their contents being highly resemble to each other. We extract sub-block color histogram and ORB as image feature and run a scalable vocabulary tree to detect image spam. The system is tested on Mark Dredze's dataset and our own Chinese image spam corpus. Experimental results demonstrate that the proposed method can achieve good accuracy while having a less than 0.02% false positive rate.
引用
收藏
页码：503 / 507
页数：5
相关论文
共 50 条
  • [1] ORB-Based Fast Anti-viewing Image Feature Matching Algorithm
    Qi, LiangLiang
    Liu, Wei
    Liu, Ding
    2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 2402 - 2406
  • [2] Fast scene matching navigation algorithm based on ORB
    Huang, Chao, 1600, Binary Information Press (11): : 3857 - 3863
  • [3] Spherical Image Stitching Based on ORB and PROSAC Algorithm
    Li Xin
    Liu Yarong
    Li Donghui
    Yang Liyan
    Yang Xiaofei
    Wang Yuchen
    ICIIP'18: PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION PROCESSING, 2018, : 160 - 165
  • [4] Image Feature Matching Algorithm Based on Improved ORB
    Zou Bin
    Zhao Xiaohu
    Yin Zhishuai
    LASER & OPTOELECTRONICS PROGRESS, 2021, 58 (02)
  • [5] ORB feature based web pornographic image recognition
    Zhuo, Li
    Geng, Zhen
    Zhang, Jing
    Li, Xiao Guang
    NEUROCOMPUTING, 2016, 173 : 511 - 517
  • [6] ORB-PC feature-based image registration
    Alnagdawi, Mohammad Awwad
    Hashim, Siti Zaiton Mohd
    PROCEEDINGS OF THE 2019 IEEE INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING APPLICATIONS (IEEE ICSIPA 2019), 2019, : 111 - 115
  • [7] A nearest neighbor search method for image matching based on ORB
    Institute of Image Processing and Pattern Recognition, North China University of Technology, Beijing, China
    J. Inf. Comput. Sci., 7 (2691-2700): : 2691 - 2700
  • [8] ACORB - An ACO and ORB based Hybrid Image Feature Detector
    Raval, Vishwas
    Shah, Apurva
    2018 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2018, : 565 - 571
  • [9] An Improved ORB Feature Point Image Matching Method Based on PSO
    Pang, Yewen
    Li, Aimin
    TENTH INTERNATIONAL CONFERENCE ON GRAPHICS AND IMAGE PROCESSING (ICGIP 2018), 2019, 11069
  • [10] Image Matching Algorithm based on ORB and K-means Clustering
    Zhang, Liye
    Cai, Fudong
    Wang, Jinjun
    Lv, Changfeng
    Liu, Wei
    Guo, Guoxin
    Liu, Huanyun
    Xing, Yixin
    2020 5TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE, COMPUTER TECHNOLOGY AND TRANSPORTATION (ISCTT 2020), 2020, : 460 - 464
12345