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· Electronics· 0 citations
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· Italian National Conference...· 0 citations
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· Electronics· 0 citations
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