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Open access Sep 2026

Branch-Decoupled Regularization and Edge-Aware Selective Densification for Three-View 3D Gaussian Splatting

Three-view 3D Gaussian Splatting is prone to insufficient geometric constraints, overfitting to sparse color observations, and uneven allocation of Gaussian representation capacity, leading to structural distortions and local artifacts. We propose a DNGaussian-based framework that combines branch-decoupled regularizati...

Peng-Cheng Xie, Fan Zhou, Shi-Wei Shao · 0 citations
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

A stability-guided relative geometry distillation (SG-RGD) framework that extends geometric supervision to interpolated pseudo-views while reducing the influence of unreliable regions is proposed, preserving the standard 3DGS inference pipeline.

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

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