IMCMK-CNN: A lightweight convolutional neural network with Multi-scale Kernels for Image-based Malware Classification

IMCMK-CNN: A lightweight convolutional neural network with Multi-scale Kernels for Image-based Malware Classification

Rapid and accurate identification of unknown malware and its variants is the premise and basis for the effective prevention of malicious attacks. However, with the explosive growth of malware variants, the efficiency of manual updating of the sample database is getting worse and worse. It is difficu...

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Bibliographic Details
Main Authors: Dandan Zhang, Yafei Song, Qian Xiang, Yang Wang
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Alexandria Engineering Journal
Subjects:
Lightweight model
Malware detection
Convolutional neural network
Multi-scale Kernels
Malware visualization
Large kernel
Online Access:http://www.sciencedirect.com/science/article/pii/S1110016824012109
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