Image representation and deep inception-attention for file-type and malware classification

• Main Authors: Wang, Yi, Wu, Kejun, Liu, Wenyang, Yap, Kim-Hui, Chau, Lap-Pui
• 其他作者: School of Electrical and Electronic Engineering
• 格式: Conference or Workshop Item
• 語言: English
• 出版: 2024
• 主題: Computer and Information Science; Image representation; Self-attention; Memory forensics; File-type classification; Malware analysis
• 在線閱讀: https://hdl.handle.net/10356/174535
• 機構: Nanyang Technological University

File-type classification aims to recognize the file types of files/fragments without file-system metadata, which is essential for memory forensics and data recovery. In this paper, we introduce an image representation and deep inception-attention manner for file-type classification. Specifically, we...