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Open access Sep 2026

Semantic-Guided Adaptive Gaussian Segmentation

3D Gaussian Splatting (3DGS) enables real-time photorealistic scene reconstruction, yet its segmentation tasks suffer from two critical flaws: poor 3D consistency (e.g., blurred instance boundaries and unstable cross-view semantic association) and insufficient structural awareness near ambiguous object boundaries. To a...

Ying-Han Zhou, Fan Zhou · 0 citations
Open access Sep 2026

Stability-Guided Relative Geometry Distillation via Interpolated Pseudo-Views for Sparse-View 3D Gaussian Splatting

Extremely sparse-view 3D Gaussian Splatting (3DGS) often suffers from depth drift, incorrect occlusions, and floating artifacts because supervision is unavailable between training cameras. We propose a stability-guided relative geometry distillation (SG-RGD) framework that extends geometric supervision to interpolated...

Shuai Gao, Fan Zhou, Shi-Wei Shao · 0 citations

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