Preliminary Exploration of Pre-Trained Vision-Language Models for Cyber-Threat Modelling in Internet of Medical Things (IoMT)...35th Medical Informatics Europe Conference (MIE 2025), May 19-21, 2025, Glasgow, Scotland.
The field of image processing is undergoing a significant transformation, driven by the advancements in vision-language models (VLMs) based on groundbreaking transformer architectures. With the expansion of Internet of Medical Things (IoMT) devices, the need for robust and efficient threat detection...
| Publicado en: | Studies in Health Technology & Informatics Vol. 327; pp. 1195 - 1200 |
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| Autores principales: | , , , , , , , |
| Formato: | equations & formulas proceedings research tables/charts Journal Article |
| Publicado: |
Sage Publications Inc.
2025
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| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=ccm&AN=185459413&site=ehost-live header: @attributes: shortDbName: ccm uiTerm: 185459413 longDbName: CINAHL Complete uiTag: AN controlInfo: bkinfo: dissinfo: jinfo: jid: 09269630 U1V jtl: Studies in Health Technology & Informatics issn: 09269630 maglogo: N pubinfo: dt: 2025 vid: 327 pid: 344 pub: Sage Publications Inc. place: Thousand Oaks, California artinfo: ui: 185459413 185459413 185459413 10.3233/SHTI250579 185459413 ppf: 1195 ppct: 5 formats: tig: atl: Preliminary Exploration of Pre-Trained Vision-Language Models for Cyber-Threat Modelling in Internet of Medical Things (IoMT)...35th Medical Informatics Europe Conference (MIE 2025), May 19-21, 2025, Glasgow, Scotland. aug: au: ABBASI, Saadullah Farooq BILAL, Muhammad MUKHERJEE, Teesta POURNIK, Omid MOUKAFIH, Nabil EPIPHANIOU, Gregory MAPLE, Carsten ARVANITIS, Theodoros N. affil: Department of Electronic, Electrical and Systems Engineering, University of Birmingham, Birmingham B15 2TT, United Kingdom. sug: subj: Data Security Internet of Things User-Computer Interface Artificial Intelligence, Generative Risk Assessment Automation Congresses and Conferences Scotland Scotland Data Breach Encryption Access to Information Privacy and Confidentiality Cloud Computing Image Processing, Computer Assisted Artificial Intelligence ab: The field of image processing is undergoing a significant transformation, driven by the advancements in vision-language models (VLMs) based on groundbreaking transformer architectures. With the expansion of Internet of Medical Things (IoMT) devices, the need for robust and efficient threat detection methods has become increasingly critical. The rapid expansion of IoMT networks demands solutions that can automatically identify network-based threats with high precision and low computational cost. This paper presents a novel approach using a pre-trained vision-language model (VLM) that enhances threat detection and develops mitigation strategies for securing IoMT architectures. A custom-designed graphical user interface (GUI) has been created, allowing automated threat detection and the recommendation of mitigation measures. The GUI processes IoMT model images, identifying the components, associated cyber-threats, and propose appropriate mitigation steps. We present results from a real-world case study demonstrating the efficacy of real-time threat detection in reducing the potential impact of cyberattacks on IoMT networks. pubtype: Academic Journal doctype: equations & formulas proceedings research tables/charts Journal Article ougenre: Article language: English refInfo: holdings: @attributes: islocal: N |
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