X-SG squared S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks

arXiv:2502.10475 · cs.CR, cs.AI, cs.CV · Submitted 2025-02-13 · Read on arXiv

cs.CR, cs.AI, cs.CV

Submitted: 2025-02-13

Updated: 2026-09-01

Terminology

• Gaussian Splatting — 17× in this paper · explained in 4 episodes
• Loss Function — 10× in this paper · explained in 2 episodes
• Transformer — 8× in this paper · explained in 2 episodes
• 3D Gaussian Splatting — 6× in this paper · explained in 2 episodes
• Robustness — 5× in this paper · explained in 5 episodes
• Diffusion Model — 4× in this paper · explained in 8 episodes
• Diffusion Models — 4× in this paper · explained in 6 episodes
• 3D Gaussian Splatting (3DGS) — 3× in this paper · explained in 4 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Gradient Flow — 3× in this paper · explained in 2 episodes
• Pruning — 3× in this paper · explained in 4 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Adam — 2× in this paper · explained in 2 episodes
• Fidelity — 2× in this paper · explained in 2 episodes
• Point Clouds — 2× in this paper · explained in 2 episodes
• Attention Mechanism — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Decode — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Information Leakage — 1× in this paper · explained in 2 episodes
• Latent Diffusion Model — 1× in this paper · explained in 2 episodes
• Latent Diffusion Models — 1× in this paper · explained in 2 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Redundancy — 1× in this paper · explained in 2 episodes

Sources

• SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination Disentanglement
• Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models
• Splats in Splats: Robust and Effective 3D Steganography towards Gaussian Splatting
• GaussianStego: A Generalizable Stenography Pipeline for Generative 3D Gaussians Splatting
• Gamba: Marry Gaussian Splatting with Mamba for single view 3D reconstruction
• GS-Hider: Hiding Messages into 3D Gaussian Splatting

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