Author

Ze-Lang Miao

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Open access Oct 2026

Structured Chain-of-Thought with Self-Correction for Training-Free Damage Grading of Pre-Localized Buildings Using Qwen3-VL-30B

Accurate mapping of building damage after destructive natural disasters is essential for emergency response and recovery planning. However, annotated post-disaster samples are often scarce, and conventional supervised models usually generalize poorly across scenes and hazard types. These constraints limit the operation...

Zhi-Min Wu, Wei Wang, Chen-Yao Qu et al. · Remote Sensing · 0 citations

Open access Aug 2026

SIA-Net: A Scale-View Interactive Attention Network for Landslide Extraction from High-Resolution Optical Remote Sensing Images

Experiments show that SIA-Net provides more accurate landslide masks than the compared segmentation networks under the adopted benchmark settings, indicating that integrating scale-level interaction, view-level contextual modeling, and attention-guided decoding can effectively improve landslide extraction in complex op...

Langping Li, Ze-Lang Miao, Haoyu Wu et al. · Remote Sensing · 0 citations