Author

Yingchao Feng

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Review Open access Sep 2026

RingMoClaw: An Experience-Inspired Multi-Agent Framework for Self-Evolving Research in Remote Sensing

RingMoClaw is proposed, an experience-inspired self-evolving multi-agent framework for remote sensing visual interpretation that offers a feasible route from task execution toward continuous research driven model evolution in remote sensing.

Kai-Yue Kang, Qi-Xuan He, Pei-Jin Wang et al. · IEEE Transactions on Geoscie... · 2 citations

Jul 2026

DAPM: UAV Monocular Depth Estimation from Any Height, Pitch, Roll and FOV

This work proposes Depth Estimation for Any Perspectives Model (DAPM), representing the first monocular framework specifically designed for UAV aerial imagery to jointly estimate camera pose and depth under continuously varying viewpoints and introduces an Ideal Ground Depth (IGD) module.

Tong Ling, Wen-Hui Diao, Ying-Chao Feng et al. · arXiv.org · 0 citations

Preprint Aug 2026

GeoForge: Non-Parametric Self-Evolving Agents for Earth-Observation Reasoning

GeoForge is a training-free, self-evolving framework that transforms completed trajectories into a structured nonparametric execution state, and consistently improves both task accuracy and tool-use trajectory quality across diverse LLM backbones, while substantially reducing tool-planning and reasoning errors for most...

Xin Xiao, Jiang Zhong, Jun-Nan Zhu et al. · 1 citation