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Awesome-3D-Generation Awesome

A curated list of recent diffusion models for 3D generation.

Table of Contents

Websites

Implicit Shape

Preview Title Publication Links
SparseFlex: High-Resolution and Arbitrary-Topology 3D Shape Modeling (TripoSF) arXiv 2025 Paper
Code
Ultra3D: Efficient and High-Fidelity 3D Generation with Part Attention arXiv 2025 Paper
Sparc3D: Sparse Representation and Construction for High-Resolution 3D Shapes Modeling arXiv 2025 Paper
HierOctFusion: Multi-scale Octree-based 3D Shape Generation via Part-Whole-Hierarchy Message Passing arXiv 2024 Paper
TRELLIS: Structured 3D Latents for Scalable and Versatile 3D Generation CVPR 2025 Paper
Code
OctFusion: Octree-based Diffusion Models for 3D Shape Generation SGP 2025 Paper
Code
LaGeM: A Large Geometry Model for 3D Representation Learning and Diffusion ICLR 2025 Paper
Code
Project
XCube: Large-Scale 3D Generative Modeling using Sparse Voxel Hierarchies CVPR 2024 Paper
Code
SplatSDF: Boosting Neural Implicit SDF via Gaussian Splatting Fusion arXiv 2024 Paper
MeshFormer: High-Quality Mesh Generation with 3D-Guided Reconstruction Model arXiv 2024 Paper
Mosaic-SDF for 3D Generative Models arXiv 2024 Paper
CraftsMan: High-fidelity Mesh Generation with 3D Native Generation and Interactive Geometry Refiner arXiv 2024 Paper
Code
GSDF: 3DGS Meets SDF for Improved Neural Rendering and Reconstruction NeurIPS 2024 Paper
GEM3D: GEnerative Medial Abstractions for 3D Shape Synthesis SIGGRAPH 2024 Paper
Code
Project
SurroundSDF: Implicit 3D Scene Understanding Based on Signed Distance Field CVPR 2024 Paper
HSDF: Hybrid Sign and Distance Field for Neural Representation of Surfaces With Arbitrary Topologies IEEE 2024 Paper
3DShape2VecSet: A 3D Shape Representation for Neural Fields and Generative Diffusion Models ACM TOG 2023 Paper
Code
Locally Attentional SDF Diffusion for Controllable 3D Shape Generation ACM TOG 2023 Paper
Diffusion-SDF: Conditional Generative Modeling of Signed Distance Functions ICCV 2023 Paper
Project
Constructive Solid Geometry on Neural Signed Distance Fields ACM SIGGRAPH Asia 2023 Paper
Project
SDFusion: Multimodal 3D Shape Completion, Reconstruction, and Generation CVPR 2023 Paper
Code
SDF-Diffusion: Text-to-Shape via Voxelized Diffusion CVPR 2023 Paper
MeshDiffusion: Score-based Generative 3D Mesh Modeling ICLR 2023 Paper
Code
SDF-StyleGAN: Implicit SDF-Based StyleGAN for 3D Shape Generation SGP 2022 Paper
Code
Neural Wavelet-domain Diffusion for 3D Shape Generation, Inversion, and Manipulation SIGGRAPH Asia 2022
ACM TOG
Paper
Code
AutoSDF: Shape Priors for 3D Completion, Reconstruction and Generation CVPR 2022 Paper
3DILG: Irregular Latent Grids for 3D Generative Modeling NeurIPS 2022 Paper
Code
Project
NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction NeurIPS 2021 Paper
Code
SIREN: Implicit Neural Representations with Periodic Activation Functions NeurIPS 2020 Paper
Code
DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation CVPR 2019 Paper
Code
Neural Unsigned Distance Fields for Implicit Function Learning NeurIPS 2020 Paper
Convolutional Occupancy Networks ECCV 2020 Paper
Code
IM-Net: Learning Implicit Fields for Generative Shape Modeling CVPR 2019 Paper
Code

3DGS

Preview Title Publication Links
DiffusionGS: Baking Gaussian Splatting into Diffusion Denoiser for Fast and Scalable Single-stage Image-to-3D Generation and Reconstruction ICCV 2025 Paper
Code
WorldMirror: Universal 3D World Reconstruction with Any-Prior Prompting arXiv 2025 Paper
FlashWorld: High-quality 3D Scene Generation within Seconds arXiv 2025 Paper
Code
VRSplat: Fast and Robust Gaussian Splatting for Virtual Reality arXiv 2025 Paper
Gaussian Splatting with Discretized SDF for Relightable Assets arXiv 2025 Paper
Enhancing 3D Gaussian Splatting Compression via Spatial Condition-based Prediction arXiv 2025 Paper
3D Gaussian Splatting as a New Era: A Survey IEEE TVCG 2024 Paper
WildGaussians: 3D Gaussian Splatting In the Wild NeurIPS 2024 Paper
Spec-Gaussian: Anisotropic View-Dependent Appearance for 3D Gaussian Splatting NeurIPS 2024 Paper
ODGS: 3D Scene Reconstruction from Omnidirectional Images with 3D Gaussian Splattings NeurIPS 2024 Paper
Code
DOGS: Distributed-Oriented Gaussian Splatting for Large-Scale 3D Reconstruction NeurIPS 2024 Paper
Code
FreeSplat: Generalizable 3D Gaussian Splatting for Free-View Synthesis NeurIPS 2024 Paper
Code
3D Gaussian Splatting as Markov Chain Monte Carlo NeurIPS 2024 (Spotlight) Paper
3iGS: Factorised Tensorial Illumination for 3D Gaussian Splatting ECCV 2024 Paper
HeadStudio: Text to Animatable Head Avatars with 3D Gaussian Splatting ECCV 2024 Paper
Gaussian Grouping: Segment and Edit Anything in 3D Scenes ECCV 2024 Paper
Code
2D Gaussian Splatting for Geometrically Accurate Radiance Fields SIGGRAPH 2024 Paper
Code
Recent Advances in 3D Gaussian Splatting arXiv 2024 Paper
COLMAP-Free 3D Gaussian Splatting CVPR 2024 Paper
Gaussian Splatting SLAM CVPR 2024 (Best Demo) Paper
Mip-Splatting: Alias-free 3D Gaussian Splatting CVPR 2024 (Best Student Paper) Paper
Code
DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creation ICLR 2024 (Oral) Paper
Code
3D Gaussian Splatting for Real-Time Radiance Field Rendering SIGGRAPH 2023 Paper
Code
A Survey on 3D Gaussian Splatting arXiv 2024 Paper
SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Rendering CVPR 2024 Paper
Code

Mesh

Preview Title Publication Links
VertexRegen: Mesh Generation with Continuous Level of Detail arXiv 2025 Paper
Project
FastMesh: Efficient Artistic Mesh Generation via Component Decoupling arXiv 2025 Paper
LLaMA-Mesh: Unifying 3D Mesh Generation with Language Models arXiv 2024 Paper
Code
Demo
FreeMesh: Boosting Mesh Generation with Coordinates Merging ICML 2025 Paper
Mesh-RFT: Enhancing Mesh Generation via Fine-grained Reinforcement Fine-Tuning arXiv 2025 Paper
Scaling mesh generation via compressive tokenization CVPR 2025 Paper
Project
Code
iFlame: Interleaving Full and Linear Attention for Efficient Mesh Generation arXiv 2025 Paper
Code
Mesh Silksong: Auto-Regressive Mesh Generation as Weaving Silk arXiv 2025 Paper
MeshPad: Interactive Sketch-Conditioned Artist-Designed Mesh Generation and Editing arXiv 2025 Paper
Project
DeepMesh: Auto-Regressive Artist-mesh Creation with Reinforcement Learning ICCV 2025 Paper
Project
Code
EdgeRunner: Auto-regressive Auto-encoder for Artistic Mesh Generation ICLR 2025 Paper
Code
MeshArt: Generating Articulated Meshes with Structure-guided Transformers CVPR 2025 Paper
Code
TreeMeshGPT: Topology-Aware Mesh Generation with Tree-Structured Graph Priors CVPR 2025 Paper
Meshtron: High-Fidelity, Artist-Like 3D Mesh Generation at Scale arXiv 2024 Paper
Project
MeshAnything V2: Artist-Created Mesh Generation With Adjacent Mesh Tokenization ICCV 2025 Paper
Project
Code
MeshXL: Neural Coordinate Field for Generative 3D Foundation Models NeurIPS 2024 Paper
Code
SpaceMesh: A Continuous Representation for Learning Manifold Surface Meshes SIGGRAPH Asia 2024 Paper
Project
PivotMesh: Generic 3D Mesh Generation via Pivot Vertices Guidance ICLR 2025 Paper
Project
Code
MeshAnything: Artist-Created Mesh Generation with Autoregressive Transformers ICLR 2025 Paper
Project
Code
MeshGPT: Generating Triangle Meshes with Decoder-Only Transformers CVPR 2024 Paper
Code
PolyDiff: Generating 3D Polygonal Meshes with Diffusion Models arXiv 2023 Paper
PolyGen: An Autoregressive Generative Model of 3D Meshes ICML 2020 Paper
Code

Others

Preview Title Publication Links
NANO3D: A Training-Free Approach for Efficient 3D Editing Without Masks arXiv 2025 Paper
Code

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A curated list of recent diffusion models for 3D generation

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