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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

Author

W. Kou

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Open access 2026

YOLOv12-ECDR: A Compact YOLO-Based Detector for Flame and Smoke Detection in Forest Fire Images

Forest fire detection in natural outdoor images remains challenging because flame and smoke often appear with blurred boundaries, small scales, and background interference. This paper proposes YOLOv12-ECDR, a parameter-efficient detector based on YOLOv12n for flame and smoke detection. The model integrates ECAAttention...

Shi-Wei Yang, Pei-Chun Suo, W. Kou · 0 citations
Open access Sep 2026

Geo-XAI Reveals Wildfire Risk Driver Differences and Spatial Heterogeneity Between Drought and Non-Drought Periods in Southwest China Mountains

Global warming has increased the frequency of droughts, further complicating wildfire susceptibility assessment in topographically complex mountainous regions. However, the factors associated with wildfire occurrence and their nonlinear spatial responses under contrasting drought conditions remain poorly understood. To...

Fu-Wen Li, Wen-Long Yang, Jiang-Xia Ye et al. · 0 citations

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