An Improved Lithium-Ion Battery Fire and Smoke Detection Method Based on the YOLOv8 Algorithm

This paper introduces a novel algorithm—YOLOv8 (You Only Look Once version 8) + FRMHead (a multi-branch feature refinement head) + Slimneck (a lightweight bottleneck module), abbreviated as YFSNet—for lithium-ion battery fire and smoke detection in complex backgrounds. By integrating advanced module...

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Bibliographic Details
Main Authors: Li Deng, Di Kang, Quanyi Liu
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Fire
Subjects:
Online Access:https://www.mdpi.com/2571-6255/8/6/214
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