Visualization Techniques for Efficient Malware Detection

被引:0
|
作者
Donahue, John [1 ]
Paturi, Anand [1 ]
Mukkamala, Srinivas [1 ]
机构
[1] Computat Anal & Network Enterprise Solut, Albuqeurque, NM 87109 USA
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Traditional tools for reverse engineering of binary and PE files are limited to heavy text base output, thus requiring skilled analysts to use them. In this paper, we present techniques that will visualize PE files, which will help analysts with basic skills to quickly understand their underlying structure. We also present Markov Byte Plot-based techniques to identify packed malware and discuss how our techniques can aid cybersecurity community for better enumeration of malicious software.
引用
收藏
页码:289 / 291
页数:3
相关论文
共 50 条
  • [1] Robust PDF Malware Detection with Image Visualization and Processing Techniques
    Corum, Andrew
    Jenkins, Donovan
    Zheng, Jun
    [J]. 2019 2ND INTERNATIONAL CONFERENCE ON DATA INTELLIGENCE AND SECURITY (ICDIS 2019), 2019, : 108 - 114
  • [2] Performance comparison of visualization-based malware detection and classification techniques
    Shah, Syed Shakir Hameed
    Jamil, Norziana
    Khan, Atta Ur Rehman
    [J]. 2022 17TH INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES (ICET'22), 2022, : 200 - 205
  • [3] Visualization Techniques for Malware Behavior Analysis
    Gregio, Andre R. A.
    Santos, Rafael D. C.
    [J]. SENSORS, AND COMMAND, CONTROL, COMMUNICATIONS, AND INTELLIGENCE (C3I) TECHNOLOGIES FOR HOMELAND SECURITY AND HOMELAND DEFENSE X, 2011, 8019
  • [4] Image Visualization based Malware Detection
    Kancherla, Kesav
    Mukkamala, Srinivas
    [J]. 2013 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN CYBER SECURITY (CICS), 2013, : 40 - 44
  • [5] Detection and Visualization of Android Malware Behavior
    Somarriba, Oscar
    Zurutuza, Urko
    Uribeetxeberria, Roberto
    Delosieres, Laurent
    Nadjm-Tehrani, Simin
    [J]. JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2016, 2016
  • [6] Malware Detection Method Based on Visualization
    Xie, Nannan
    Liang, Haoxiang
    Mu, Linyang
    Zhang, Chuanxue
    [J]. ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2023, PT VI, 2024, 14492 : 252 - 264
  • [7] Malware visualization and detection using DenseNets
    Anandhi V.
    Vinod P.
    Menon V.G.
    [J]. Personal and Ubiquitous Computing, 2024, 28 (01) : 153 - 169
  • [8] Malware detection based on semi-supervised learning with malware visualization
    Gao, Tan
    Zhao, Lan
    Li, Xudong
    Chen, Wen
    [J]. MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2021, 18 (05) : 5995 - 6011
  • [9] Geographical Visualization of Malware Download for Anomaly Detection
    Hiroguchi, Naoki
    Sisaat, Khamphao
    Kikuchi, Hiroaki
    Kittitornkun, Surin
    [J]. PROCEEDINGS OF THE 2012 SEVENTH ASIA JOINT CONFERENCE ON INFORMATION SECURITY (ASIAJCIS 2012), 2012, : 74 - 78
  • [10] A Survey on Android Malware Detection Techniques
    Riasat, Rubata
    Sakeena, Muntaha
    Wang, Chong
    Sadiq, Abdul Hannan
    Wang, Yong-ji
    [J]. INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATION AND NETWORK ENGINEERING (WCNE 2016), 2016,