mlsanityData to 14 Oct 2026

Connecting Consistency Distillation to Score Distillation for Text-to-3D Generation

arXiv 2407.13584 ↗First posted 18 Jul 2024cs.CVcited by 18

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Abstract (arXiv)

Although recent advancements in text-to-3D generation have significantly improved generation quality, issues like limited level of detail and low fidelity still persist, which requires further improvement. To understand the essence of those issues, we thoroughly analyze current score distillation methods by connecting theories of consistency distillation to score distillation. Based on the insights acquired through analysis, we propose an optimization framework, Guided Consistency Sampling (GCS), integrated with 3D Gaussian Splatting (3DGS) to alleviate those issues. Additionally, we have observed the persistent oversaturation in the rendered views of generated 3D assets. From experiments, we find that it is caused by unwanted accumulated brightness in 3DGS during optimization. To mitigate this issue, we introduce a Brightness-Equalized Generation (BEG) scheme in 3DGS rendering. Experimental results demonstrate that our approach generates 3D assets with more details and higher fidelity than state-of-the-art methods. The codes are released at https://github.com/LMozart/ECCV2024-GCS-BEG.

Key facts. Cited by 18 papers in the map (data through 14 Oct 2026). Builds on 48 of its 55 references that are in the map. First posted on arXiv 18 Jul 2024.

Builds on

48 of 55 references.

References · 48

  1. 2020Denoising Diffusion Probabilistic Modelscited by 21,076
  2. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
  3. 2020Denoising Diffusion Implicit Modelscited by 9,781
  4. 2020Score-Based Generative Modeling through Stochastic Differential Equationscited by 9,122
  5. 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,355
  6. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
  7. 2022Classifier-Free Diffusion Guidancecited by 5,847
  8. 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,025
  9. 2022DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Stepscited by 1,979
  10. 2023Consistency Modelscited by 1,822
  11. 2023Zero-1-to-3: Zero-shot One Image to 3D Objectcited by 1,489
  12. 2022Magic3D: High-Resolution Text-to-3D Content Creationcited by 1,290
36 more
  1. 2023ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillationcited by 1,219
  2. 2022Null-text Inversion for Editing Real Images using Guided Diffusion Modelscited by 1,179
  3. 2022DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Modelscited by 938
  4. 2023MVDream: Multi-view Diffusion for 3D Generationcited by 938
  5. 2023Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inferencecited by 846
  6. 2023DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creationcited by 843
  7. 2023Adversarial Diffusion Distillationcited by 759
  8. 2022Point-E: A System for Generating 3D Point Clouds from Complex Promptscited by 699
  9. 2023Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creationcited by 687
  10. 2022Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generationcited by 597
  11. 2022Fast Sampling of Diffusion Models with Exponential Integratorcited by 532
  12. 2022Latent-NeRF for Shape-Guided Generation of 3D Shapes and Texturescited by 506
  13. 2021Deep Marching Tetrahedra: a Hybrid Representation for High-Resolution 3D Shape Synthesiscited by 460
  14. 2023Consistency Trajectory Models: Learning Probability Flow ODE Trajectory of Diffusioncited by 459
  15. 2023Shap-E: Generating Conditional 3D Implicit Functionscited by 385
  16. 2023Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Priorcited by 343
  17. 2023Text-to-3D using Gaussian Splattingcited by 299
  18. 2013A survey of the Schr"odinger problem and some of its connections with optimal transportcited by 292
  19. 2023LucidDreamer: Towards High-Fidelity Text-to-3D Generation via Interval Score Matchingcited by 290
  20. 2022SparseFusion: Distilling View-conditioned Diffusion for 3D Reconstructioncited by 216
  21. 2023Re-imagine the Negative Prompt Algorithm: Transform 2D Diffusion into 3D, alleviate Janus problem and Beyondcited by 139
  22. 2023TextMesh: Generation of Realistic 3D Meshes From Text Promptscited by 135
  23. 2023Let 2D Diffusion Model Know 3D-Consistency for Robust Text-to-3D Generationcited by 133
  24. 2023Text-to-3D with Classifier Score Distillationcited by 128
  25. 2014On the relation between optimal transport and Schr"odinger bridges: A stochastic control viewpointcited by 99
  26. 2023Noise-Free Score Distillationcited by 99
  27. 2023IT3D: Improved Text-to-3D Generation with Explicit View Synthesiscited by 63
  28. 2023AvatarVerse: High-quality & Stable 3D Avatar Creation from Text and Posecited by 60
  29. 2024Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Priorcited by 60
  30. 2024FlashTex: Fast Relightable Mesh Texturing with LightControlNetcited by 56
  31. 2024Meta 3D TextureGen: Fast and Consistent Texture Generation for 3D Objectscited by 52
  32. 2024Trajectory Consistency Distillation: Improved Latent Consistency Distillation by Semi-Linear Consistency Function with Trajectory Mappingcited by 46
  33. 2024Rethinking Score Distillation as a Bridge Between Image Distributionscited by 38
  34. 2023Learn to Optimize Denoising Scores for 3D Generation: A Unified and Improved Diffusion Prior on NeRF and 3D Gaussian Splattingcited by 20
  35. 2023AvatarStudio: High-fidelity and Animatable 3D Avatar Creation from Textcited by 16
  36. 2023DANI-Net: Uncalibrated Photometric Stereo by Differentiable Shadow Handling, Anisotropic Reflectance Modeling, and Neural Inverse Renderingcited by 5

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 2; 2025: 11; 2026: 5.

18 papers.

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  1. 2024SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesiscited by 34
  2. 2025A Survey on 3D Gaussian Splatting Applications: Segmentation, Editing, and Generationcited by 19
  3. 2025VideoRFSplat: Direct Scene-Level Text-to-3D Gaussian Splatting Generation with Flexible Pose and Multi-View Joint Modelingcited by 14
  4. 2025Progressive Rendering Distillation: Adapting Stable Diffusion for Instant Text-to-Mesh Generation without 3D Datacited by 7
  5. 2025DiMeR: Disentangled Mesh Reconstruction Modelcited by 6
  6. 2025SegmentDreamer: Towards High-fidelity Text-to-3D Synthesis with Segmented Consistency Trajectory Distillationcited by 5
  7. 2025Understanding, Accelerating, and Improving MeanFlow Trainingcited by 4
  8. 2025ConsDreamer: Advancing Multi-View Consistency for Zero-Shot Text-to-3D Generationcited by 3
  9. 2025Walking the Schr"odinger Bridge: A Direct Trajectory for Text-to-3D Generationcited by 3
  10. 2024Redefining <Creative> in Dictionary: Towards an Enhanced Semantic Understanding of Creative Generationcited by 2
  11. 2026Preference Score Distillation: Leveraging 2D Rewards to Align Text-to-3D Generation with Human Preferencecited by 2
  12. 2026Text-Image Conditioned 3D Generationcited by 2
6 more
  1. 2025Self-NPO: Data-Free Diffusion Model Enhancement via Truncated Diffusion Fine-Tuningcited by 1
  2. 2025From Fields to Splats: A Cross-Domain Survey of Real-Time Neural Scene Representationscited by 1
  3. 2025Debiasing Diffusion Priors via 3D Attention for Consistent Gaussian Splattingcited by 1
  4. 2026Muses: Designing, Composing, Generating Nonexistent Fantasy 3D Creatures without Trainingcited by 0
  5. 2026Post-Hoc Guidance for Consistency Models by Joint Flow Distribution Learningcited by 0
  6. 2026CAdam: Context-Adaptive Moment Estimation for 3D Gaussian Densification in Generative Distillationcited by 0