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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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Tengxi Wang

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Open access Jul 2026

GeoOpen3D: Geometry-guided training-free open-vocabulary 3D segmentation via visual foundation models

Abstract. Open-vocabulary 3D segmentation offers an attractive alternative to closed-set scene parsing, yet directly transferring 2D vision-language models to outdoor point clouds remains difficult because projection disrupts geometric continuity and sparse sampling weakens mask quality. This paper presents GeoOpen3D,...

Shuai Zhang, Zhuo Li, Jing Ou et al. · 0 citations

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