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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Juan Liu

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Open access Sep 2026

CPD-YOLOv8: A Causality-Driven Physical Modality Fusion Framework for Early Micro-Fire Detection to Protect Complex Wildland Vegetation

The early detection of wildland forest fires is a crucial task for protecting vulnerable plant ecosystems, yet it remains physically challenging due to the extreme limitations imposed by micro-scale targets and severe environmental interference within dense vegetation. Traditional monocular vision systems typically rel...

Juan Liu, Rui-Tong Yao, Qing-Yuan Yang et al. · 0 citations
Open access Aug 2026

A lightweight deep learning framework for early fire and smoke detection in forest fire monitoring

FRW-YOLOv8, a lightweight YOLOv8-based model for fire and smoke detection in UAV-perspective forest scenes is proposed and FasterNeXt is introduced into the backbone to reduce redundant computation while preserving feature representation.

Jie Hu, Zi-Shuai Jia, Jiaxin Feng et al. · 1 citation

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