ImagTIDS: an internet of things intrusion detection framework utilizing GADF imaging encoding and improved Transformer

ImagTIDS: an internet of things intrusion detection framework utilizing GADF imaging encoding and improved Transformer

Abstract As the Internet of Things (IoT) technology becomes extensively deployed, IoT security issues are increasingly prominent. The traffic patterns of IoT are complex and high-dimensional, which makes it difficult to distinguish the tiny differences between normal and malicious samples. To tackle...

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Bibliographic Details
Main Authors: Peng Wang, Yafei Song, Xiaodan Wang, Xiangke Guo, Qian Xiang
Format: Article
Language:English
Published: Springer 2024-12-01
Series:Complex & Intelligent Systems
Subjects:
Internet of Things
Intrusion detection
Vision transformer
Gramian angular difference fields
Cyber security
Online Access:https://doi.org/10.1007/s40747-024-01712-9
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