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Open access Aug 2026

FireRGBTNet: A Lightweight Forest Fire Detection Model Based on Efficient RGB–Thermal Fusion

In recent years, UAV-based visible and thermal (RGB-T) multimodal object detection has demonstrated significant potential for monitoring forest fires in complex environments. However, restricted by the intrinsic discrepancies between modalities, existing RGB-T models still struggle to achieve optimal detection accuracy...

Yi-Fan Ma, Weifeng Shan, Mao-Fa Wang et al. · 0 citations
Open access Sep 2026

A Lightweight Forest Fire Detection Model with Multi-Granularity Vision-Language Enhancement

In recent years, Unmanned Aerial Vehicle (UAV)-based object detection technology has demonstrated immense potential for forest fire monitoring in complex environments. However, constrained by the drastic multi-scale variations in fire targets, severe background interference, and the limited computational resources of e...

Yi-Fan Ma, Weifeng Shan, Yan-Wei Sui et al. · 0 citations
2026

Physics-Informed Semi-Supervised Multibranch UKAN for Prestack Fluid-Factor Inversion

The Gassmann fluid term is a key parameter for characterizing reservoir properties. To address the limitations of traditional inversion methods in handling nonlinear responses, the constraints imposed by fixed activation functions in conventional deep learning (DL) models, and the gradient conflict problem in multipara...

Yi-Fan Ma, Xiao-Tao Wen, Wu Wen et al. · 0 citations

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