Fusion-Aware Direct 3D Gaussian Generation with Structured Patch Latent Flows

arXiv:2609.27779 · cs.CV · Submitted 2026-08-18 · Read on arXiv

cs.CV

Submitted: 2026-08-18

Updated: 2026-08-18

Comments: 29 pages, 12 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Rectified Flow — 33× in this paper · explained in 3 episodes
Consistency — 28× in this paper · explained in 3 episodes
Latent Space — 25× in this paper · explained in 7 episodes
Gaussian Splatting — 18× in this paper · explained in 4 episodes
3D Gaussian Splatting — 10× in this paper · explained in 2 episodes
Ablation — 10× in this paper · explained in 1 episode
Fidelity — 10× in this paper · explained in 2 episodes
Flow Matching — 9× in this paper · explained in 8 episodes
Generative Modeling — 9× in this paper · explained in 3 episodes
Latent Representation — 8× in this paper · explained in 2 episodes
Adaptation — 5× in this paper · explained in 1 episode
Alignment — 5× in this paper · explained in 1 episode
Generative Model — 5× in this paper · explained in 2 episodes
Generative Models — 5× in this paper · explained in 2 episodes
Point Clouds — 5× in this paper · explained in 2 episodes
Representation Learning — 5× in this paper · explained in 2 episodes
Two-stage training — 5× in this paper · explained in 2 episodes
Ablation Studies — 4× in this paper · explained in 1 episode
Diffusion Model — 4× in this paper · explained in 8 episodes
Diffusion Models — 4× in this paper · explained in 6 episodes
Regularization — 4× in this paper · explained in 3 episodes
Transformer — 4× in this paper · explained in 2 episodes
3D Gaussian Splatting (3DGS) — 3× in this paper · explained in 4 episodes
Embeddings — 3× in this paper · explained in 2 episodes
Ablation study — 2× in this paper · explained in 1 episode
Decode — 2× in this paper · explained in 2 episodes
Distillation — 2× in this paper · explained in 2 episodes
KL Regularization — 2× in this paper · explained in 2 episodes
Two-Stage Training Strategy — 2× in this paper · explained in 3 episodes
Accuracy — 1× in this paper · explained in 1 episode
Amazon Berkeley Objects — 1× in this paper
Benchmark — 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
Latent Representations — 1× in this paper · explained in 3 episodes
Semantic Alignment — 1× in this paper · explained in 3 episodes
Stochastic Dynamics — 1× in this paper · explained in 2 episodes
Tokenization — 1× in this paper · explained in 2 episodes
Transfer Learning — 1× in this paper · explained in 10 episodes
alpha — 1× in this paper · explained in 1 episode

Sources

ShapeNet: An Information-Rich 3D Model Repository

Terminology

Sources

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