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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Jiaxin Feng

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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. · 0 citations

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