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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

Author

Huchen Li

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2026

Enhancing Scene Generalization for Open-Vocabulary Remote Sensing Segmentation via Semantic–Structural Collaboration

Open-vocabulary semantic segmentation (OVSS) of remote sensing faces severe performance degradation when encountering unseen scene distributions caused by geographic, sensor, and resolution variations. Existing vision–language approaches provide strong semantic priors but lack scene-invariant structural representations...

Wu-Biao Huang, Hu-Chen Li, Shuai Zhang et al. · 0 citations
Open access Jul 2026

Knowledge Graph Enhanced for Zero-Shot Semantic Segmentation in Remote Sensing Imagery

A Knowledge Graph (KG) enhanced ZSSS framework is proposed, which introduces explicit hierarchical and relational information into class embeddings to achieve more structured and semantically consistent representations.

Wu-Biao Huang, Hu-Chen Li, Shuai Zhang et al. · 0 citations
Open access Jul 2026

MCPF-Net: Multi-Stage LiDAR-Image Collaborative Perception Fusion Network for Point Cloud Semantic Segmentation of Urban Scenes

A multi-stage LiDAR-image collaborative perception fusion network (MCPFNet) for point cloud semantic segmentation of urban scenes that is more reliable and accurate than existing methods in performing segmentation across diverse and complex urban scenes.

Hu-Chen Li, Wu-Biao Huang, Xiang-Da Lei et al. · 1 citation
Open access Jul 2026

Evaluating 3D Scene Representations for Aerial Photogrammetry across Diverse Cityscapes

Abstract. The proliferation of continuous Neural Radiance Field (NeRF) and 3D Gaussian Splatting (3DGS) has shifted the paradigm of 3D aerial reconstruction from relying solely on geometric stereo matching to inverse rendering optimization. However, while these emerging rendering-based frameworks excel in synthesizing...

Shihan Chen, Zhaojin Li, Q. Yan et al. · 0 citations

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