Author

Shu-Yang Hou

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Review Open access Oct 2026

LLM4GIS: Methods, Applications, and Prospects

The rapid advancement of large language models (LLMs) offers new avenues for overcoming the limitations of current data-driven GIS analysis methods, giving rise to the emerging field of large language model-driven GIS analysis (LLM4GIS). This study presents a systematic review of 673 relevant research articles publishe...

Hua-Yi Wu, Lu-Tong Xie, Shu-Yang Hou et al. · ISPRS International Journal... · 0 citations

Open access Sep 2026

DiMMPose: A Diffusion-Mamba Hybrid Framework with Multi-Prompt for Efficient and Robust 3D Human Pose Estimation

DiMMPose is proposed, a diffusion-based framework enhanced by Mamba’s state-space model for robust and efficient 3D pose estimation, which combines structured prompts encoded by LongCLIP with learnable prompt representations to provide anatomical and motion-related guidance during denoising.

Xu Li, Xue-Feng Guan, Chang Liu et al. · Italian National Conference... · 0 citations