SSA-3DGS: Unsupervised Removal of Screen-Space Artifacts for 3D Gaussian Splatting

arXiv:2607.05598 · cs.GR, cs.CV · Submitted 2026-07-06 · Read on arXiv

cs.GR, cs.CV

Submitted: 2026-07-06

Updated: 2026-09-16

Terminology

• Gaussian Splatting — 18× in this paper · explained in 4 episodes
• Benchmark — 17× in this paper · explained in 2 episodes
• Sparsity — 15× in this paper · explained in 4 episodes
• 3D Gaussian Splatting — 14× in this paper · explained in 2 episodes
• Regularization — 10× in this paper · explained in 3 episodes
• Ablation — 9× in this paper · explained in 1 episode
• Fidelity — 8× in this paper · explained in 2 episodes
• Consistency — 5× in this paper · explained in 3 episodes
• Novel View Synthesis — 5× in this paper
• alpha — 5× in this paper · explained in 1 episode
• 3D Gaussian Splatting (3DGS) — 4× in this paper · explained in 4 episodes
• Adaptive Density Control — 2× in this paper
• Conference on Computer Vision and Pattern Recognition — 2× in this paper
• Diffusion Model — 2× in this paper · explained in 8 episodes
• Loss Function — 2× in this paper · explained in 2 episodes
• Markov Chain Monte Carlo — 2× in this paper
• Robustness — 2× in this paper · explained in 5 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Composite Loss Function — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Flow Matching — 1× in this paper · explained in 8 episodes
• Latent Space — 1× in this paper · explained in 7 episodes
• Reconstruction Error — 1× in this paper · explained in 2 episodes
• Temporal consistency — 1× in this paper · explained in 2 episodes

Sources

• Low-Frequency First: Eliminating Floating Artifacts in 3D Gaussian Splatting
• GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors

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