Image-to-3D Generation Diffusion Models

Tools for generating 3D models, scenes, and reconstructions from 2D images using diffusion models. Includes single-image to 3D object generation, multi-view synthesis, scene reconstruction, and related 3D synthesis tasks. Does NOT include general 3D modeling, 2D image generation, or video generation.

There are 131 image-to-3d generation models tracked. 3 score above 50 (established tier). The highest-rated is jayin92/Skyfall-GS at 59/100 with 762 stars. 1 of the top 10 are actively maintained.

Get all 131 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=diffusion&subcategory=image-to-3d-generation&limit=20"

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#	Model	Score	Tier	Stars	Language
1	jayin92/Skyfall-GS Skyfall-GS: Synthesizing Immersive 3D Urban Scenes from Satellite Imagery	59	Established	762	Python
2	Tencent-Hunyuan/Hunyuan3D-2 High-Resolution 3D Assets Generation with Large Scale Hunyuan3D Diffusion Models.	52	Established	13,314	Python
3	ActiveVisionLab/gaussctrl [ECCV 2024] GaussCtrl: Multi-View Consistent Text-Driven 3D Gaussian...	52	Established	131	Python
4	caiyuanhao1998/Open-DiffusionGS Baking Gaussian Splatting into Diffusion Denoiser for Fast and Scalable...	49	Emerging	823	Python
5	deepseek-ai/DreamCraft3D [ICLR 2024] Official implementation of DreamCraft3D: Hierarchical 3D...	49	Emerging	3,008	Python
6	aminshabani/house_diffusion The implementation of "HouseDiffusion: Vector Floorplan Generation via a...	48	Emerging	212	Python
7	ai4ce/GARF [ICCV2025] GARF: Learning Generalizable 3D Reassembly for Real-World Fractures	48	Emerging	93	Python
8	manycore-research/SpatialGen [3DV 2026] SpatialGen: Layout-guided 3D Indoor Scene Generation	47	Emerging	360	Python
9	liuyuan-pal/SyncDreamer [ICLR 2024 Spotlight] SyncDreamer: Generating Multiview-consistent Images...	46	Emerging	1,030	Python
10	Visionary-Laboratory/visionary Visionary: The World Model Carrier Built on WebGPU-Powered Gaussian...	46	Emerging	456	Python
11	mohammadasim98/met3r MEt3R: Measuring Multi-View Consistency in Generated Images	46	Emerging	163	Python
12	huanngzh/MV-Adapter [ICCV 2025] Official impl. of "MV-Adapter: Multi-view Consistent Image...	45	Emerging	1,246	Python
13	nv-tlabs/Difix3D [CVPR 2025 Oral & Best Paper Finalist] Difix3D+: Improving 3D...	45	Emerging	1,113	Python
14	cvlab-columbia/zero123 Zero-1-to-3: Zero-shot One Image to 3D Object (ICCV 2023)	45	Emerging	3,032	Python
15	ashawkey/stable-dreamfusion Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.	45	Emerging	8,818	Python
16	duanyiqun/DiffusionDepth PyTorch Implementation of introducing diffusion approach to 3D depth...	45	Emerging	339	Python
17	SadilKhan/MARVEL-FX3D [CVPR 2025] Official Implementation of Marvel-FX3D from MARVEL-40M+:...	44	Emerging	3	Python
18	SUDO-AI-3D/zero123plus Code repository for Zero123++: a Single Image to Consistent Multi-view...	44	Emerging	2,021	Python
19	TQTQliu/Free4D [ICCV 2025] Free4D: Tuning-free 4D Scene Generation with Spatial-Temporal Consistency	43	Emerging	240	Python
20	NIRVANALAN/LN3Diff [ECCV-2024] LN3Diff creates high-quality 3D object mesh from text within 8...	43	Emerging	227	Python
21	guochengqian/Magic123 [ICLR24] Official PyTorch Implementation of Magic123: One Image to...	43	Emerging	1,621	Jupyter Notebook
22	HKU-MedAI/GEM-3D [IJCV'2026] Generative Enhancement for 3D Medical Images	43	Emerging	75	Python
23	MECLabTUDA/SurGrID SurGrID: Controllable Surgical Simulation via Scene Graph to Image Diffusion...	42	Emerging	5	Python
24	Luo-Yihang/3DEnhancer [CVPR 2025] 3DEnhancer: Consistent Multi-View Diffusion for 3D Enhancement	42	Emerging	102	Python
25	tangjiapeng/DiffuScene [CVPR 2024] DiffuScene: Denoising Diffusion Models for Generative Indoor...	42	Emerging	331	Python
26	thu-ml/CRM [ECCV 2024] Single Image to 3D Textured Mesh in 10 seconds with...	42	Emerging	684	Python
27	lukasHoel/text2room Text2Room generates textured 3D meshes from a given text prompt using 2D...	42	Emerging	1,082	Python
28	3DTopia/3DTopia-XL [CVPR 2025 Highlight] 3DTopia-XL: High-Quality 3D PBR Asset Generation via...	41	Emerging	1,029	Python
29	mohammadasim98/scenetok [CVPR '26] SceneTok: A Compressed, Diffusable Token Space for 3D Scenes	41	Emerging	124	Python
30	hustvl/GaussianDreamer [CVPR 2024] GaussianDreamer: Fast Generation from Text to 3D Gaussians by...	41	Emerging	818	Python
31	nv-tlabs/SCube [NeurIPS 2024] SCube: Instant Large-Scale Scene Reconstruction using VoxSplats	40	Emerging	521	Python
32	ForeverFancy/GVFDiffusion [ICCV 2025] Gaussian Variation Field Diffusion for High-fidelity Video-to-4D...	40	Emerging	115	Jupyter Notebook
33	WHU-USI3DV/VistaDream [ICCV 2025] VistaDream: Sampling multiview consistent images for single-view...	40	Emerging	528	Python
34	iamNCJ/DiLightNet Official Code Release for [SIGGRAPH 2024] DiLightNet: Fine-grained Lighting...	39	Emerging	207	Python
35	byeongjun-park/HarmonyView [CVPR 2024] Official pytorch implementation of "HarmonyView: Harmonizing...	39	Emerging	132	Python
36	Lakonik/SSDNeRF [ICCV 2023] Single-Stage Diffusion NeRF	39	Emerging	447	Python
37	theEricMa/ScaleDreamer [ECCV2024] ScaleDreamer: Scalable Text-to-3D Synthesis with Asynchronous...	39	Emerging	53	Python
38	eric-zqwang/puzzlefusion-plusplus Code for paper "PuzzleFusion++: Auto-agglomerative 3D Fracture Assembly by...	38	Emerging	67	Python
39	kxhit/zero123-hf A diffuser implementation of Zero123. Zero-1-to-3: Zero-shot One Image to 3D...	38	Emerging	154	Python
40	vzyrianov/lidargen Official implementation of "Learning to Generate Realistic LiDAR Point...	38	Emerging	149	Python
41	yuhengliu02/pyramid-discrete-diffusion Official implementation of paper "Pyramid Diffusion for Fine 3D Large Scene...	38	Emerging	135	Python
42	KupynOrest/epipolar-dpo Official repo for: Epipolar Geometry Improves Video Generation Models	38	Emerging	81	Python
43	flymin/MagicDrive3D Official implementation of the paper “MagicDrive3D: Controllable 3D...	38	Emerging	290	—
44	Masoudjafaripour/Vibe_CADing Vibe-CADing: Conditional CAD Generation and Retrieval for a Text-to-CAD...	38	Emerging	7	Python
45	Shen-Lab/LDM-3DG [ICLR 2024] "Latent 3D Graph Diffusion" by Yuning You, Ruida Zhou, Jiwoong...	38	Emerging	54	Python
46	River-Zhang/SIFU [CVPR 2024 Highlight] Official repository for paper "SIFU: Side-view...	38	Emerging	268	Python
47	cvlab-columbia/pix2gestalt Code for the paper "pix2gestalt: Amodal Segmentation by Synthesizing Wholes"...	38	Emerging	200	Python
48	hancyran/LiDAR-Diffusion [CVPR 2024] Official implementation of "Towards Realistic Scene Generation...	38	Emerging	279	Python
49	3DTopia/Imagine360 Official code of "Imagine360: Immersive 360 Video Generation from Perspective Anchor"	38	Emerging	170	Python
50	PKU-YuanGroup/HoloTime [ACM MM 2025] HoloTime: Taming Video Diffusion Models for Panoramic 4D Scene...	37	Emerging	158	Python
51	kazuto1011/r2dm LiDAR Data Synthesis with Denoising Diffusion Probabilistic Models (ICRA 2024)	37	Emerging	69	Python
52	CVL-UESTC/PerLDiff ICCV 2025-PerLDiff: Controllable Street View Synthesis Using...	37	Emerging	53	Jupyter Notebook
53	WinKawaks/DreamWire [CVPR 2024] Wired Perspectives: Multi-View Wire Art Embraces Generative AI	37	Emerging	85	Python
54	xiyichen/morphablediffusion [CVPR 2024] Official implementation of Morphable Diffusion: 3D-Consistent...	37	Emerging	104	Python
55	Yukun-Huang/DreamCube [ICCV 2025] Official implementation of the paper "DreamCube: 3D Panorama...	37	Emerging	173	Python
56	wenyuqing/panacea [CVPR2024] Official Repository of Paper "Panacea: Panoramic and Controllable...	37	Emerging	254	Python
57	Fsoft-AIC/Language-Conditioned-Affordance-Pose-Detection-in-3D-Point-Clouds [ICRA 2024] Language-Conditioned Affordance-Pose Detection in 3D Point Clouds	37	Emerging	51	Python
58	huanngzh/EpiDiff [CVPR 2024] EpiDiff: Enhancing Multi-View Synthesis via Localized...	37	Emerging	138	Python
59	GONGJIA0208/Diffpose [CVPR 2023] DiffPose: Toward More Reliable 3D Pose Estimation	37	Emerging	187	Python
60	spin-me-round/SpinMeRound [ICCV 2025] SpinMeRound: Consistent Multi-View Identity Generation Using...	36	Emerging	4	Python
61	YangLing0818/SGDiff Official implementation for "Diffusion-Based Scene Graph to Image Generation...	36	Emerging	77	Python
62	Sin3DM/Sin3DM single 3D shape diffusion model	36	Emerging	139	Python
63	donydchen/sem2nerf 😺 [ECCV'22] Sem2NeRF: Converting Single-View Semantic Masks to NeRFs	36	Emerging	126	Python
64	ubc-vision/vivid123 [CVPR 2024 Highlight] ViVid-1-to-3: Novel View Synthesis with Video Diffusion Models	36	Emerging	179	Python
65	pals-ttic/sjc Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D...	35	Emerging	523	Python
66	VamosC/CapHuman [CVPR2024] CapHuman: Capture Your Moments in Parallel Universes	35	Emerging	99	Python
67	JiejiangWu/FaceG2E Official code for CVPR2024 paper "text-guided 3d face synthesis - from...	35	Emerging	42	Python
68	CUHK-AIM-Group/Polyp-Gen [ICRA 2025] Polyp-Gen: Realistic and Diverse Polyp Image Generation for...	34	Emerging	24	Python
69	astra-vision/LiDPM [IV 2025, Oral] Official code of "LiDPM: Rethinking Point Diffusion for...	34	Emerging	82	Python
70	boqian-li/GarmentDreamer [3DV 2025] GarmentDreamer: 3DGS Guided Garment Synthesis with Diverse...	34	Emerging	60	Python
71	iCVTEAM/IPSM How to Use Diffusion Priors under Sparse Views? (NeurIPS 2024)	34	Emerging	34	Python
72	zhizdev/mvdfusion [CVPR 2024] MVD-Fusion: Single-view 3D via Depth-consistent Multi-view Generation	34	Emerging	131	Python
73	lukasuz/MotionDreamer [3DV 2025] MotionDreamer: Exploring Semantic Video Diffusion features for...	34	Emerging	42	Python
74	nnanhuang/Customize-it-3D [ICRA 2025] Official implementation of Customize-It-3D: High-Quality 3D...	33	Emerging	74	Python
75	agneet42/robustness_depth_lang [CVPR 2024] "On the Robustness of Language Guidance for Low-Level Vision...	33	Emerging	8	Python
76	EdwardFerdian/diff-3 Synthetic 3D echo with paired labels using Latent Diffusion Model	33	Emerging	7	Python
77	Fsoft-AIC/LGD [CVPR 2024] Dataset and Code for "Language-driven Grasp Detection."	33	Emerging	50	Python
78	lyndonzheng/Free3D [CVPR'24] Consistent Novel View Synthesis without 3D Representation	32	Emerging	169	Python
79	RodinHD/RodinHD [ECCV 2024] RodinHD: High-Fidelity 3D Avatar Generation with Diffusion Models	32	Emerging	192	Python
80	IDEA-Research/HumanArt [CVPR 2023] The official implementation of CVPR 2023 paper "Human-Art: A...	32	Emerging	275	—
81	MKnoche/warp3d_reposing Reposing Humans by Warping 3D Features	31	Emerging	26	Python
82	Karbo123/RGBD-Diffusion RGBD2: Generative Scene Synthesis via Incremental View Inpainting using RGBD...	31	Emerging	99	Python
83	Westlake-AI/SEMA Switch EMA: A Free Lunch for Better Flatness and Sharpness	30	Emerging	28	Python
84	VITA-Group/NeuralLift-360 [CVPR 2023, Highlight] "NeuralLift-360: Lifting An In-the-wild 2D Photo to A...	30	Emerging	318	Python
85	RahulSajnani/GeoDiffuser [WACV 2025, Best Student Paper, Oral] GeoDiffuser: Geometry-Based Image...	30	Emerging	22	Jupyter Notebook
86	songlin/d3roma A diffusion model-based stereo depth estimation framework that can predict...	29	Experimental	89	Python
87	zhizdev/sparsefusion [CVPR 2023] SparseFusion: Distilling View-conditioned Diffusion for 3D Reconstruction	29	Experimental	378	Python
88	pansanity666/Awesome-Avatars List of recent advances for human avatars, including generation,...	29	Experimental	276	—
89	rese1f/CityGen 🏙️🌆🌃 Try Infinite and Controllable 3D City Layout Generation!	29	Experimental	43	—
90	silence-tang/GaussianIP [CVPR 2025] Official Implementation of GaussianIP: Identity-Preserving...	29	Experimental	25	Python
91	aidayang/MV-Adapter-OneClick MV-Adapter一键启动整合包	29	Experimental	1	—
92	sair-lab/SuperPC [CVPR 2025] SuperPC: A Single Diffusion Model for Point Cloud Completion,...	29	Experimental	3	Python
93	WHU-USI3DV/FreeReg [ICLR 2024] FreeReg: Image-to-Point Cloud Registration Leveraging Pretrained...	28	Experimental	304	Python
94	MECLabTUDA/SG2VID SG2VID: Scene Graphs Enable Fine-Grained Control for Video Synthesis (MICCAI...	28	Experimental	4	Python
95	SheldonTsui/Matlaber MATLABER: Material-Aware Text-to-3D via LAtent BRDF auto-EncodeR	28	Experimental	95	—
96	fabiotosi92/Diffusion4RobustDepth [ECCV 2024] Diffusion Models for Monocular Depth Estimation: Overcoming...	28	Experimental	93	—
97	Adamdad/hash3D Hash3D: Training-free Acceleration for 3D Generation	27	Experimental	179	Python
98	divyakraman/HawkI2024 Codebase for the paper HawkI: HawkI: Homography & Mutual Information...	27	Experimental	13	Python
99	xmed-lab/MuTri CVPR 2025: MuTri: Multi-view Tri-alignment for OCT to OCTA 3D Image Translation	27	Experimental	6	Python
100	atakan-topaloglu/OracleGS [WACV 2026 Oral] Reference Implementation of the paper "OracleGS: Grounding...	27	Experimental	2	Python
101	minfenli/GenRC [ECCV 2024] GenRC: 3D Indoor Scene Generation from Sparse Image Collections	27	Experimental	29	Python
102	YouDream3D/YouDream YouDream: Generating Anatomically Controllable Consistent Text-to-3D Animals	26	Experimental	40	Python
103	BrandonHanx/HeadSculpt [NeurIPS 2023] HeadSculpt: Crafting 3D Head Avatars with Text	25	Experimental	119	—
104	humansensinglab/fabric-diffusion [SIGGRAPH Asia 2024] FabricDiffusion: High-Fidelity Texture Transfer for 3D...	24	Experimental	103	Python
105	wrk226/DiffProxy Official repo of "DiffProxy: Multi-View Human Mesh Recovery via...	23	Experimental	8	—
106	VinAIResearch/EFHQ Code and data for the CVPR24 paper "EFHQ: Multi-purpose ExtremePose-Face-HQ...	23	Experimental	29	Python
107	SOTAMak1r/GVGEN [ECCV 2024] GVGEN: Text-to-3D Generation with Volumetric Representation	22	Experimental	132	Python
108	stalhabukhari/vsigd Code for RA-L'25 paper: "Variational Shape Inference for Grasp Diffusion on SE(3)"	22	Experimental	4	Python
109	jeongho9413/lidargsu Official implementation of LidarGSU	22	Experimental	1	Python
110	GxKirin/GaussianIP [CVPR 2025] Official Implementation of GaussianIP: Identity-Preserving...	21	Experimental	4	—
111	BenzinaN/360-head-removal Automated AI solution to remove tripods/cameramen from 360° videos...	21	Experimental	2	Python
112	VinAIResearch/DiverseDream DiverseDream: A Technique to Generate Diverse 3D Objects from the Same Text...	21	Experimental	10	Python
113	zhaorw02/FlexiDreamer An official implementation of FlexiDreamer: Single Image-to-3D Generation...	21	Experimental	78	—
114	DiET-GS/DiET-GS [CVPR 2025] Official code of "DiET-GS: Diffusion Prior and Event...	21	Experimental	49	C++
115	jagennath-hari/Singularity3D Single-image world synthesis using a generative panorama prior,...	20	Experimental	1	Shell
116	Fsoft-AIC/Language-Driven-6-DoF-Grasp-Detection-Using-Negative-Prompt-Guidance [ECCV 2024] Language-Driven 6-DoF Grasp Detection Using Negative Prompt Guidance	20	Experimental	41	Python
117	yuanze-lin/IllumiCraft [NeurIPS 2025] The official code for "IllumiCraft: Unified Geometry and...	19	Experimental	22	—
118	Sense-GVT/Hi3D From Geometry to Texture: A Hierarchical Framework for Efficient Text-to-3D...	19	Experimental	33	—
119	THU-LYJ-Lab/O2-Recon [AAAI 2024] O2-Recon: Completing 3D Reconstruction of Occluded Objects in...	19	Experimental	26	Python
120	hamnaanaa/3D-Scene-Diffusion-Guidance-using-Scene-Graphs The implementation for "3D Scene Diffusion Guidance using Scene Graphs"...	19	Experimental	20	Jupyter Notebook
121	J-F-Cheng/G-FARS-3DPartGrouping [CVPR 2024] G-FARS: Gradient-Field-based Auto-Regressive Sampling for 3D...	19	Experimental	4	Python
122	imyaash/ImaginFusion A text guided 3D model generation model & application. An implemntation of...	18	Experimental	2	Python
123	desaixie/carve3d Code for Carve3D: Improving Multi-view Reconstruction Consistency for...	18	Experimental	37	Python
124	cederican/FR3-D FR3-D: A Regressor-Guided SE(3)-Equivariant conditioned Diffusion Model for...	18	Experimental	1	Python
125	zcdliuwei/liuwei [CVPR 2020] 3D Photography using Context-aware Layered Depth Inpainting	17	Experimental	1	Python
126	zju3dv/UniVerse [ICCV 2025] UniVerse: Unleashing the Scene Prior of Video Diffusion Models...	16	Experimental	27	—
127	sinzlab/platypose Official Implementation for "Platypose: Calibrated Zero-Shot...	15	Experimental	14	Jupyter Notebook
128	Dekai21/SPIRAL Implementation of the NeurIPS 2025 paper "SPIRAL: Semantic-Aware Progressive...	14	Experimental	1	—
129	DavideGrecoGit/3D-reconstruction-under-occlusion Explore the impact of occlusion on Pix2Vox, a multi-view 3D reconstruction...	12	Experimental	—	Jupyter Notebook
130	kamwoh/dreamcreature PartCraft: Crafting Creative Objects by Parts (ECCV 2024)	12	Experimental	5	—
131	ntaquan0125/pointmap-conditioned-diffusion [WACV 2026] Pointmap-Conditioned Diffusion for Consistent Novel View Synthesis	11	Experimental	—	—