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Author

Xin Tan

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Jul 2026

Scene-SAM3D: Multi-View Scene Asset Generation Without Fine-Tuning

Scene-SAM3D is introduced, a training-free framework that extends SAM3D from single-view object generation to calibrated multi-view scene asset generation, and performs step-efficient latent velocity fusion to integrate multi-view evidence and suppress cross-view conflicts in canonical space.

Yuqi Zhang, Ya-Dan Luo, Xiang-Yu Sun et al. · 0 citations
Preprint Aug 2026

GroupForward: Building Referable 3D Scenes via Instance-Grouped Feed-Forward Gaussian Splatting

This work proposes GroupForward, an instance-grouped feed-forward Gaussian splatting model that reconstructs geometry, appearance, instance structure, and semantics from sparse, unposed, and uncalibrated multi-view images and proposes a Referential Scene Reasoning Framework (RSRF) for complex 3D referring segmentation.

Qi-Jian Tian, Zimeng Wu, Xu-Hong Wang et al. · 0 citations

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