A novel framework for image-based malware detection with a deep neural network

Malware detection employed by visualization and deep neural network

(2021) Anson Pinhero et al.   COMPUTERS & SECURITY

Image-Based Malware Classification using Ensemble of CNN Architectures (IMCEC)

(2020) Danish Vasan et al.   COMPUTERS & SECURITY

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

(2020) Danish Vasan et al.   Computer Networks

Malware detection in industrial internet of things based on hybrid image visualization and deep learning model

(2020) Hamad Naeem et al.   Ad Hoc Networks

Multiclass malware classification via first- and second-order texture statistics

(2020) Vinita Verma et al.   COMPUTERS & SECURITY

A Method for Windows Malware Detection Based on Deep Learning

(2020) Xiang Huang et al.   Journal of Signal Processing Systems for Signal Image and Video Technology

Identification of malicious code variants based on image visualization

(2019) Hamad Naeem et al.   COMPUTERS & ELECTRICAL ENGINEERING

A hybrid deep learning image-based analysis for effective malware detection

(2019) Sitalakshmi Venkatraman et al.   Journal of Information Security and Applications

Neural malware analysis with attention mechanism

(2019) Hiromu Yakura et al.   COMPUTERS & SECURITY

A novel method for malware detection on ML-based visualization technique

(2019) Xinbo Liu et al.   COMPUTERS & SECURITY

Adversarial attacks on Faster R-CNN object detector

(2019) Yutong Wang et al.   NEUROCOMPUTING

Malware identification using visualization images and deep learning

(2018) Sang Ni et al.   COMPUTERS & SECURITY

A malware detection method based on family behavior graph

(2018) Yuxin Ding et al.   COMPUTERS & SECURITY

Auto-detection of sophisticated malware using lazy-binding control flow graph and deep learning

(2018) Minh Hai Nguyen et al.   COMPUTERS & SECURITY

Efficient dynamic malware analysis using virtual time control mechanics

(2018) Chih-Hung Lin et al.   COMPUTERS & SECURITY

Deep learning at the shallow end: Malware classification for non-domain experts

(2018) Quan Le et al.   Digital Investigation

Detection of Malicious Code Variants Based on Deep Learning

(2018) Zhihua Cui et al.   IEEE Transactions on Industrial Informatics

Deep Learning and Visualization for Identifying Malware Families

(2018) Guosong Sun et al.   IEEE Transactions on Dependable and Secure Computing

FindMal: A f ile-to-file soc i al n etwork base d mal ware detection framework

(2016) Ming Ni et al.   KNOWLEDGE-BASED SYSTEMS

Malware analysis using visualized images and entropy graphs

(2014) Kyoung Soo Han et al.   International Journal of Information Security