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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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Xiaotong Qi

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Review Open access Sep 2026

Remote Sensing of Surface Soil Moisture: A Comprehensive Review of Retrieval Methods and Satellite Products

Soil moisture (SM) is a key parameter in surface water and energy cycles, playing a vital role in agriculture, hydrology, and atmospheric science. Remote sensing (RS) has been widely applied in SM retrieval, yet most existing reviews focus on individual data sources or specific methodologies, lacking a systematic pathw...

Xing-Rui Zeng, Xiao-Man Qi, Jun-Huan Peng et al. · 0 citations
Open access 2026

GeoVP: A Unified Visual Prompting Framework for Multisource Remote-Sensing Image Understanding

GeoVP is proposed as a visual prompting MLLM for multisource RS image understanding, enabling unified image-level and region-level understanding under different prompt granularities and demonstrating the effectiveness of explicit visual prompting for prompt-conditioned region understanding in multisource RS imagery.

Le Yu, Yuan-Wen Wang, Xiao-Tong Qi · 0 citations

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