Kinetic-Triggered Visual Triage for Real-Time Post-Crash Driver Assessment on Smart Highways

This research presents Kinetic-Triggered Visual Triage (KTVT), a Cyber-Physical System for real-time post-crash driver assessment on smart highways. The proposed framework integrates RFID infrastructure, IoT-based vibration sensing, ESP32-CAM image acquisition, and CNN-based driver classification to enable rapid emergency triage after vehicle collisions. Experimental evaluation achieved 88.7% classification accuracy with end-to-end latency below 275 ms.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-28
DOI
https://doi.org/10.5281/zenodo.20431899
Primary Topic
IoT and GPS-based Vehicle Safety Systems
Type
article
Field-Weighted Citation Impact
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article

Kinetic-Triggered Visual Triage for Real-Time Post-Crash Driver Assessment on Smart Highways

Imasha Perera, Ravindu Lakshan, Keshani Konara, Sathira Porogama
Zenodo (CERN European Organization for Nuclear Research)
IoT and GPS-based Vehicle Safety Systems
article

Kinetic-Triggered Visual Triage for Real-Time Post-Crash Driver Assessment on Smart Highways

Imasha Perera, Ravindu Lakshan, Keshani Konara, Sathira Porogama
article en

Abstract

This research presents Kinetic-Triggered Visual Triage (KTVT), a Cyber-Physical System for real-time post-crash driver assessment on smart highways. The proposed framework integrates RFID infrastructure, IoT-based vibration sensing, ESP32-CAM image acquisition, and CNN-based driver classification to enable rapid emergency triage after vehicle collisions. Experimental evaluation achieved 88.7% classification accuracy with end-to-end latency below 275 ms.

Zenodo (CERN European Organization for Nuclear Research)
Sri Lanka Institute of Information Technology (LK)
Industry, innovation and infrastructure
Openalex Percentile: Top 10%
IoT and GPS-based Vehicle Safety Systems
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