Concepedia

Image-based Malware Classification

Image-Based Malware Classification is a malware classification approach that transforms executable files into visual representations, such as grayscale or color images, to leverage computer vision techniques for detecting and categorizing malicious software based on spatial patterns inherent in the converted images.

114

Publications

8.8K

Citations

344

Authors

158

Institutions

Publications per year

2017–2026

103

Parents

Publications

114

Malware images

Lakshmanan Nataraj, S. Karthikeyan, Grégoire Jacob et al. · 2011 · 1.2K citations

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IMCFN: Image-based malware classification using fine-tuned convolutional neural network architecture

Danish Vasan, Mamoun Alazab, Sobia Wassan et al. · Computer Networks · 2020 · 495 citations

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Malware Classification with Deep Convolutional Neural Networks

Mahmoud Kalash, Mrigank Rochan, Noman Mohammed et al. · 2018 · 403 citations

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Image-Based malware classification using ensemble of CNN architectures (IMCEC)

Danish Vasan, Mamoun Alazab, Sobia Wassan et al. · Computers & Security · 2020 · 394 citations

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Adversarial Perturbations Against Deep Neural Networks for Malware Classification

Kathrin Grosse, Nicolas Papernot, Praveen Manoharan et al. · arXiv (Cornell University) · 2016 · 321 citations · Full text

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1–5 of 114

Authors

344

  1. MA
    Mamoun Alazab

    Charles Darwin University, Australia

    5 publications · 1.2K citations

    5

    h-index

  2. DV
    Danish Vasan

    Tsinghua University, China

    5 publications · 1.1K citations

    5

    h-index

  3. HN
    Hamad Naeem

    Sichuan University, China

    5 publications · 848 citations

    5

    h-index

  4. MR
    Muhammad Rashid Naeem

    Leshan Normal University, China

    4 publications · 353 citations

    4

    h-index

  5. FM
    Fabio Martinelli

    Institute of Informatics and Telematics, Italy

    3 publications · 64 citations

    3

    h-index

1–5 of 344

Institutions

158

  1. Sichuan University

    Chengdu, China

    5 h-index

    15 publications

    1.6K citations

  2. Charles Darwin University

    Darwin, Australia

    5 h-index

    5 publications

    1.2K citations

  3. Tsinghua University

    Beijing, China

    3 h-index

    5 publications

    2K citations

  4. COMSATS University Islamabad

    Islamabad, Pakistan

    3 h-index

    3 publications

    318 citations

  5. University of Dayton

    Dayton, United States

    3 h-index

    11 publications

    647 citations

  6. Amrita Vishwa Vidyapeetham

    Coimbatore, India

    3 h-index

    3 publications

    337 citations

  7. University of Molise

    Campobasso, Italy

    3 h-index

    8 publications

    154 citations

  8. Institute of Informatics and Telematics

    Pisa, Italy

    3 h-index

    8 publications

    157 citations

1–8 of 158

Venues

  1. Journal of Information Security and Applications

    JISA · 8 publications · 537 citations

    8

    h-index

  2. Computers & Security

    7 publications · 1.1K citations

    7

    h-index

  3. IEEE Access

    8 publications · 216 citations

    7

    h-index

  4. arXiv (Cornell University)

    Repository · 5 publications · 537 citations

    5

    h-index

  5. Sensors

    3 publications · 75 citations

    3

    h-index

1–5