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V oxel-based network for shape completion by leveraging edge generation

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SUMI: Scalable Unified Model for 3D Point Cloud Inference

cs.CV · 2026-08-08 · conditional · novelty 5.0

SUMI refines coarse 3D point cloud predictions by injecting noisy geometric features into cross-attention, and reports state-of-the-art Chamfer distance on PCN, ShapeNet-55/34, and MVP.

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  • SUMI: Scalable Unified Model for 3D Point Cloud Inference cs.CV · 2026-08-08 · conditional · none · ref 6

    SUMI refines coarse 3D point cloud predictions by injecting noisy geometric features into cross-attention, and reports state-of-the-art Chamfer distance on PCN, ShapeNet-55/34, and MVP.