ArtNVG: Content-Style Separated Artistic Neighboring-View Gaussian Stylization

arXiv:2412.18783 · cs.CV · Submitted 2024-12-25 · Read on arXiv

cs.CV

Submitted: 2024-12-25

Updated: 2026-09-17

Code: https://github.com/huggingface/diffusers

Terminology

• Consistency — 40× in this paper · explained in 3 episodes
• Alignment — 26× in this paper · explained in 1 episode
• Diffusion Model — 17× in this paper · explained in 8 episodes
• Fidelity — 14× in this paper · explained in 2 episodes
• Gaussian Splatting — 12× in this paper · explained in 4 episodes
• Information Leakage — 12× in this paper · explained in 2 episodes
• Diffusion Models — 10× in this paper · explained in 6 episodes
• 3D Gaussian Splatting — 9× in this paper · explained in 2 episodes
• Ablation — 7× in this paper · explained in 1 episode
• Attention-based Neighboring-View — 7× in this paper
• Ablation study — 5× in this paper · explained in 1 episode
• 3D Gaussian Splatting (3DGS) — 3× in this paper · explained in 4 episodes
• ACM Transactions on Graphics — 3× in this paper
• Contrastive Style Descriptors — 3× in this paper
• Embeddings — 3× in this paper · explained in 2 episodes
• Loss Function — 3× in this paper · explained in 2 episodes
• Artistic Radiance Fields — 2× in this paper
• Content Feature Structural Distance — 2× in this paper
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• Decoupling — 2× in this paper · explained in 2 episodes
• Point Clouds — 2× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Diffusion Process — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Latent Diffusion Model — 1× in this paper · explained in 2 episodes
• Latent Diffusion Models — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Structural Integrity — 1× in this paper · explained in 3 episodes
• Temporal consistency — 1× in this paper · explained in 2 episodes

Sources

• Style-NeRF2NeRF: 3D Style Transfer From Style-Aligned Multi-View Images
• StyleNeRF: A Style-based 3D-Aware Generator for High-resolution Image Synthesis
• StyleSplat: 3D Object Style Transfer with Gaussian Splatting
• StyleGaussian: Instant 3D Style Transfer with Gaussian Splatting
• Text-Guided Texturing by Synchronized Multi-View Diffusion
• Gaussian Splatting in Style
• Very Deep Convolutional Networks for Large-Scale Image Recognition
• Measuring Style Similarity in Diffusion Models
• NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction
• GaussCtrl: Multi-View Consistent Text-Driven 3D Gaussian Splatting Editing
• CSGO: Content-Style Composition in Text-to-Image Generation
• GaussianDreamer: Fast Generation from Text to 3D Gaussians by Bridging 2D and 3D Diffusion Models
• InstantStyleGaussian: Efficient Art Style Transfer with 3D Gaussian Splatting
• StylizedGS: Controllable Stylization for 3D Gaussian Splatting

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