mlsanityData to 7 Oct 2026

MVDiffusion: Enabling Holistic Multi-view Image Generation with Correspondence-Aware Diffusion

arXiv 2307.01097 ↗First posted 3 Jul 2023cs.CVcited by 210

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Cited by 89 in Diffusion models, but placed by its own abstract, which didn’t fit.

Abstract (arXiv)

This paper introduces MVDiffusion, a simple yet effective method for generating consistent multi-view images from text prompts given pixel-to-pixel correspondences (e.g., perspective crops from a panorama or multi-view images given depth maps and poses). Unlike prior methods that rely on iterative image warping and inpainting, MVDiffusion simultaneously generates all images with a global awareness, effectively addressing the prevalent error accumulation issue. At its core, MVDiffusion processes perspective images in parallel with a pre-trained text-to-image diffusion model, while integrating novel correspondence-aware attention layers to facilitate cross-view interactions. For panorama generation, while only trained with 10k panoramas, MVDiffusion is able to generate high-resolution photorealistic images for arbitrary texts or extrapolate one perspective image to a 360-degree view. For multi-view depth-to-image generation, MVDiffusion demonstrates state-of-the-art performance for texturing a scene mesh.

Key facts. Cited by 210 papers in the map (data through 7 Oct 2026). Builds on 41 of its 51 references that are in the map. First posted on arXiv 3 Jul 2023.

Builds on

41 of 51 references.

References · 41

  1. 2017Attention Is All You Needcited by 59,932
  2. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
  3. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 29,915
  4. 2020Denoising Diffusion Probabilistic Modelscited by 20,851
  5. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  6. 2020Denoising Diffusion Implicit Modelscited by 9,655
  7. 2020Score-Based Generative Modeling through Stochastic Differential Equationscited by 8,964
  8. 2021Diffusion Models Beat GANs on Image Synthesiscited by 8,185
  9. 2015Deep Unsupervised Learning using Nonequilibrium Thermodynamicscited by 7,005
  10. 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,539
  11. 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,322
  12. 2022Classifier-Free Diffusion Guidancecited by 5,717
29 more
  1. 2022Generative Adversarial Networkscited by 5,603
  2. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,466
  3. 2017Neural Discrete Representation Learningcited by 4,650
  4. 2022BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generationcited by 4,310
  5. 2019Generative Modeling by Estimating Gradients of the Data Distributioncited by 4,067
  6. 2021GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Modelscited by 3,595
  7. 2016Gaussian Error Linear Units (GELUs)cited by 3,431
  8. 2020Taming Transformers for High-Resolution Image Synthesiscited by 3,229
  9. 2017ScanNet: Richly-annotated 3D Reconstructions of Indoor Scenescited by 3,088
  10. 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,006
  11. 2022Elucidating the Design Space of Diffusion-Based Generative Modelscited by 2,994
  12. 2016Improved Techniques for Training GANscited by 2,938
  13. 2018Large Scale GAN Training for High Fidelity Natural Image Synthesiscited by 2,609
  14. 2022DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Stepscited by 1,961
  15. 2023Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Modelscited by 1,465
  16. 2022RePaint: Inpainting using Denoising Diffusion Probabilistic Modelscited by 1,419
  17. 2019Generating Diverse High-Fidelity Images with VQ-VAE-2cited by 1,376
  18. 2017Matterport3D: Learning from RGB-D Data in Indoor Environmentscited by 1,354
  19. 2022Magic3D: High-Resolution Text-to-3D Content Creationcited by 1,285
  20. 2021Alias-Free Generative Adversarial Networkscited by 1,181
  21. 2021Cascaded Diffusion Models for High Fidelity Image Generationcited by 1,155
  22. 2020Improved Techniques for Training Score-Based Generative Modelscited by 1,036
  23. 2023MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generationcited by 529
  24. 2022CLIP-Mesh: Generating textured meshes from text using pretrained image-text modelscited by 281
  25. 2023Text2Room: Extracting Textured 3D Meshes from 2D Text-to-Image Modelscited by 245
  26. 2023Text2Tex: Text-driven Texture Synthesis via Diffusion Modelscited by 234
  27. 2018Pros and Cons of GAN Evaluation Measurescited by 224
  28. 2023SceneScape: Text-Driven Consistent Scene Generationcited by 160
  29. 2023DiffCollage: Parallel Generation of Large Content with Diffusion Modelscited by 100

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 37; 2024: 76; 2025: 67; 2026: 30.

210 papers.

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  1. 2023MVDream: Multi-view Diffusion for 3D Generationcited by 928
  2. 2023Wonder3D: Single Image to 3D using Cross-Domain Diffusioncited by 682
  3. 2023SyncDreamer: Generating Multiview-consistent Images from a Single-view Imagecited by 638
  4. 2025Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generationcited by 342
  5. 2023MagicDrive: Street View Generation with Diverse 3D Geometry Controlcited by 250
  6. 2023LucidDreamer: Domain-free Generation of 3D Gaussian Splatting Scenescited by 228
  7. 2023Panacea: Panoramic and Controllable Video Generation for Autonomous Drivingcited by 165
  8. 2023Paint3D: Paint Anything 3D with Lighting-Less Texture Diffusion Modelscited by 122
  9. 2025Hunyuan3D 2.5: Towards High-Fidelity 3D Assets Generation with Ultimate Detailscited by 120
  10. 2024MV-Adapter: Multi-view Consistent Image Generation Made Easycited by 111
  11. 2023BEVControl: Accurately Controlling Street-view Elements with Multi-perspective Consistency via BEV Sketch Layoutcited by 102
  12. 2024Era3D: High-Resolution Multiview Diffusion using Efficient Row-wise Attentioncited by 99
38 more
  1. 2024MVDiffusion++: A Dense High-resolution Multi-view Diffusion Model for Single or Sparse-view 3D Object Reconstructioncited by 94
  2. 2025HunyuanWorld 1.0: Generating Immersive, Explorable, and Interactive 3D Worlds from Words or Pixelscited by 91
  3. 2024V3D: Video Diffusion Models are Effective 3D Generatorscited by 88
  4. 2024I-Design: Personalized LLM Interior Designercited by 87
  5. 2023Consistent123: Improve Consistency for One Image to 3D Object Synthesiscited by 84
  6. 2023AnyHome: Open-Vocabulary Generation of Structured and Textured 3D Homescited by 81
  7. 2023EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusioncited by 72
  8. 2024IntrinsicAnything: Learning Diffusion Priors for Inverse Rendering Under Unknown Illuminationcited by 67
  9. 2024MultiDiff: Consistent Novel View Synthesis from a Single Imagecited by 67
  10. 2023ConsistNet: Enforcing 3D Consistency for Multi-view Images Diffusioncited by 65
  11. 2024Controlling Space and Time with Diffusion Modelscited by 65
  12. 2023NeRFiller: Completing Scenes via Generative 3D Inpaintingcited by 62
  13. 2024SPAD : Spatially Aware Multiview Diffuserscited by 62
  14. 2023Ctrl-Room: Controllable Text-to-3D Room Meshes Generation with Layout Constraintscited by 59
  15. 2024ViewDiff: 3D-Consistent Image Generation with Text-to-Image Modelscited by 57
  16. 2024VFusion3D: Learning Scalable 3D Generative Models from Video Diffusion Modelscited by 56
  17. 2023ControlRoom3D: Room Generation using Semantic Proxy Roomscited by 54
  18. 20244K4DGen: Panoramic 4D Generation at 4K Resolutioncited by 54
  19. 2024LayerPano3D: Layered 3D Panorama for Hyper-Immersive Scene Generationcited by 53
  20. 2023PanoDiffusion: 360-degree Panorama Outpainting via Diffusioncited by 50
  21. 2023Direct2.5: Diverse Text-to-3D Generation via Multi-view 2.5D Diffusioncited by 50
  22. 2024Director3D: Real-world Camera Trajectory and 3D Scene Generation from Textcited by 50
  23. 2023Diffusion360: Seamless 360 Degree Panoramic Image Generation based on Diffusion Modelscited by 49
  24. 2023Instant3D: Instant Text-to-3D Generationcited by 45
  25. 2023SceneTex: High-Quality Texture Synthesis for Indoor Scenes via Diffusion Priorscited by 43
  26. 2024Generative Inbetweening: Adapting Image-to-Video Models for Keyframe Interpolationcited by 42
  27. 2024SceneCraft: Layout-Guided 3D Scene Generationcited by 40
  28. 2025Matrix3D: Large Photogrammetry Model All-in-Onecited by 39
  29. 2024DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusioncited by 38
  30. 2025Lyra: Generative 3D Scene Reconstruction via Video Diffusion Model Self-Distillationcited by 37
  31. 2024GAF: Gaussian Avatar Reconstruction from Monocular Videos via Multi-view Diffusioncited by 36
  32. 2024MVD-Fusion: Single-view 3D via Depth-consistent Multi-view Generationcited by 35
  33. 2025CubeDiff: Repurposing Diffusion-Based Image Models for Panorama Generationcited by 35
  34. 2023HiFi-123: Towards High-fidelity One Image to 3D Content Generationcited by 34
  35. 2024An Object is Worth 64x64 Pixels: Generating 3D Object via Image Diffusioncited by 34
  36. 2024Make-Your-3D: Fast and Consistent Subject-Driven 3D Content Generationcited by 32
  37. 2025FlashWorld: High-quality 3D Scene Generation within Secondscited by 30
  38. 20243D-SceneDreamer: Text-Driven 3D-Consistent Scene Generationcited by 29

50 most cited of 210 All 210 (JSON)

Similar, not cited

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  1. 2024MVGenMaster: Scaling Multi-View Generation from Any Image via 3D Priors Enhanced Diffusion Model
  2. 2024One Diffusion to Generate Them All
  3. 2024SpotDiffusion: A Fast Approach For Seamless Panorama Generation Over Time
  4. 2024MVDiff: Scalable and Flexible Multi-View Diffusion for 3D Object Reconstruction from Single-View
  5. 2025MVCustom: Multi-View Customized Diffusion via Geometric Latent Rendering and Completion
  6. 2024Multi-view Image Prompted Multi-view Diffusion for Improved 3D Generation
  7. 2025PSDiffusion: Harmonized Multi-Layer Image Generation via Layout and Appearance Alignment
  8. 2024MVD2: Efficient Multiview 3D Reconstruction for Multiview Diffusion