PairDropGS: Paired Dropout-Induced Consistency Regularization for Sparse-View Gaussian Splatting

arXiv:2605.12072 · cs.CV · Submitted 2026-05-12 · Read on arXiv

cs.CV

Submitted: 2026-05-12

Updated: 2026-09-20

Terminology

• Consistency — 67× in this paper · explained in 3 episodes
• Regularization — 55× in this paper · explained in 3 episodes
• Gaussian Splatting — 46× in this paper · explained in 4 episodes
• 3D Gaussian Splatting — 19× in this paper · explained in 2 episodes
• Robustness — 17× in this paper · explained in 5 episodes
• Representation Learning — 9× in this paper · explained in 2 episodes
• Ablation — 6× in this paper · explained in 1 episode
• Benchmark — 5× in this paper · explained in 2 episodes
• 3D Gaussian Splatting (3DGS) — 4× in this paper · explained in 4 episodes
• Adaptation — 3× in this paper · explained in 1 episode
• Ablation study — 2× in this paper · explained in 1 episode
• Sparsity — 2× in this paper · explained in 4 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Entanglement — 1× in this paper · explained in 3 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Peak Signal-to-Noise Ratio — 1× in this paper
• Pruning — 1× in this paper · explained in 4 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• A Survey on 3D Gaussian Splatting
• DWTGS: Rethinking Frequency Regularization for Sparse-view 3D Gaussian Splatting
• D$^2$GS: Depth-and-Density Guided Gaussian Splatting for Stable and Accurate Sparse-View Reconstruction
• DOC-GS: Dual-Domain Observation and Calibration for Reliable Sparse-View Gaussian Splatting
• Dropping Anchor and Spherical Harmonics for Sparse-view Gaussian Splatting
• UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS
• Quantifying and Alleviating Co-Adaptation in Sparse-View 3D Gaussian Splatting
• SparseGS: Sparse View Synthesis using 3D Gaussian Splatting

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