mlsanityData to 14 Oct 2026

View-Consistent 3D Editing with Gaussian Splatting

arXiv 2403.11868 ↗First posted 18 Mar 2024cs.GR cs.CVcited by 67

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Abstract (arXiv)

The advent of 3D Gaussian Splatting (3DGS) has revolutionized 3D editing, offering efficient, high-fidelity rendering and enabling precise local manipulations. Currently, diffusion-based 2D editing models are harnessed to modify multi-view rendered images, which then guide the editing of 3DGS models. However, this approach faces a critical issue of multi-view inconsistency, where the guidance images exhibit significant discrepancies across views, leading to mode collapse and visual artifacts of 3DGS. To this end, we introduce View-consistent Editing (VcEdit), a novel framework that seamlessly incorporates 3DGS into image editing processes, ensuring multi-view consistency in edited guidance images and effectively mitigating mode collapse issues. VcEdit employs two innovative consistency modules: the Cross-attention Consistency Module and the Editing Consistency Module, both designed to reduce inconsistencies in edited images. By incorporating these consistency modules into an iterative pattern, VcEdit proficiently resolves the issue of multi-view inconsistency, facilitating high-quality 3DGS editing across a diverse range of scenes. Further video results are shown in http://vcedit.github.io.

Key facts. Cited by 67 papers in the map (data through 14 Oct 2026). Builds on 38 of its 47 references that are in the map. First posted on arXiv 18 Mar 2024.

Builds on

38 of 47 references.

References · 38

  1. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  2. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
  3. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
  4. 2014Very Deep Convolutional Networks for Large-Scale Image Recognitioncited by 15,364
  5. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,177
  6. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
  7. 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,025
  8. 2022An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversioncited by 2,245
  9. 2023DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creationcited by 843
  10. 2023One-2-3-45: Any Single Image to 3D Mesh in 45 Seconds without Per-Shape Optimizationcited by 560
  11. 2023Instruct-NeRF2NeRF: Editing 3D Scenes with Instructionscited by 484
  12. 2023GaussianEditor: Swift and Controllable 3D Editing with Gaussian Splattingcited by 335
26 more
  1. 2023TEXTure: Text-Guided Texturing of 3D Shapescited by 304
  2. 2023GaussianEditor: Editing 3D Gaussians Delicately with Text Instructionscited by 168
  3. 2023DreamEditor: Text-Driven 3D Scene Editing with Neural Fieldscited by 155
  4. 2023DreamAvatar: Text-and-Shape Guided 3D Human Avatar Generation via Diffusion Modelscited by 154
  5. 2023Inversion-Free Image Editing with Natural Languagecited by 106
  6. 2023SINE: Semantic-driven Image-based NeRF Editing with Prior-guided Editing Fieldcited by 94
  7. 2023SKED: Sketch-guided Text-based 3D Editingcited by 73
  8. 2024ViCA-NeRF: View-Consistency-Aware 3D Editing of Neural Radiance Fieldscited by 68
  9. 2023Progressive3D: Progressively Local Editing for Text-to-3D Content Creation with Complex Semantic Promptscited by 52
  10. 2023Instruct 3D-to-3D: Text Instruction Guided 3D-to-3D conversioncited by 48
  11. 2023SHAP-EDITOR: Instruction-guided Latent 3D Editing in Secondscited by 37
  12. 2023InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalistscited by 30
  13. 2023Edit-DiffNeRF: Editing 3D Neural Radiance Fields using 2D Diffusion Modelcited by 20
  14. 2022Identifying Hard Noise in Long-Tailed Sample Distributioncited by 19
  15. 2023RePaint-NeRF: NeRF Editting via Semantic Masks and Diffusion Modelscited by 19
  16. 2023LatentEditor: Text Driven Local Editing of 3D Scenescited by 17
  17. 2023Integrating View Conditions for Image Synthesiscited by 16
  18. 2023Efficient-NeRF2NeRF: Streamlining Text-Driven 3D Editing with Multiview Correspondence-Enhanced Diffusion Modelscited by 16
  19. 2023Free-Editor: Zero-shot Text-driven 3D Scene Editingcited by 14
  20. 2023Invariant Training 2D-3D Joint Hard Samples for Few-Shot Point Cloud Recognitioncited by 13
  21. 2024SIGNeRF: Scene Integrated Generation for Neural Radiance Fieldscited by 11
  22. 2023InstructPix2NeRF: Instructed 3D Portrait Editing from a Single Imagecited by 10
  23. 2023Mesh-Guided Neural Implicit Field Editingcited by 10
  24. 2024An Item is Worth a Prompt: Versatile Image Editing with Disentangled Controlcited by 8
  25. 2023Point Cloud Part Editing: Segmentation, Generation, Assembly, and Selectioncited by 4
  26. 2024DragTex: Generative Point-Based Texture Editing on 3D Meshcited by 3

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 12; 2025: 33; 2026: 22.

67 papers.

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  1. 20243D Gaussian Splatting: Survey, Technologies, Challenges, and Opportunitiescited by 78
  2. 2024Gamba: Marry Gaussian Splatting with Mamba for single view 3D reconstructioncited by 56
  3. 2024EditSplat: Multi-View Fusion and Attention-Guided Optimization for View-Consistent 3D Scene Editing with 3D Gaussian Splattingcited by 41
  4. 2024SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesiscited by 34
  5. 2024MVGamba: Unify 3D Content Generation as State Space Sequence Modelingcited by 23
  6. 2025InterGSEdit: Interactive 3D Gaussian Splatting Editing with 3D Geometry-Consistent Attention Priorcited by 19
  7. 2025A Survey on 3D Gaussian Splatting Applications: Segmentation, Editing, and Generationcited by 19
  8. 2024Poison-splat: Computation Cost Attack on 3D Gaussian Splattingcited by 18
  9. 20243D Mesh Editing using Masked LRMscited by 18
  10. 2025Nautilus: Locality-aware Autoencoder for Scalable Mesh Generationcited by 18
  11. 2025Instant GaussianImage: A Generalizable and Self-Adaptive Image Representation via 2D Gaussian Splattingcited by 18
  12. 2024Advancing Extended Reality with 3D Gaussian Splatting: Innovations and Prospectscited by 17
38 more
  1. 2025Skyfall-GS: Synthesizing Immersive 3D Urban Scenes from Satellite Imagerycited by 17
  2. 2024A Survey on 3D Human Avatar Modeling -- From Reconstruction to Generationcited by 13
  3. 2025CL-Splats: Continual Learning of Gaussian Splatting with Local Optimizationcited by 10
  4. 2025AdLift: Lifting Adversarial Perturbations to Safeguard 3D Gaussian Splatting Assets Against Instruction-Driven Editingcited by 10
  5. 2026Feedforward 3D Editing Learns from Semantic-Part Transformationcited by 10
  6. 2025UVGS: Reimagining Unstructured 3D Gaussian Splatting using UV Mappingcited by 8
  7. 2025Feedforward 3D Editing via Text-Steerable Image-to-3Dcited by 7
  8. 20243D-Consistent Human Avatars with Sparse Inputs via Gaussian Splatting and Contrastive Learningcited by 6
  9. 2025Geometry-Aware Diffusion Models for Multiview Scene Inpaintingcited by 6
  10. 2026Omni-3DEdit: Generalized Versatile 3D Editing in One-Passcited by 6
  11. 2025SIR-DIFF: Sparse Image Sets Restoration with Multi-View Diffusion Modelcited by 5
  12. 2025ARAP-GS: Drag-driven As-Rigid-As-Possible 3D Gaussian Splatting Editing with Diffusion Priorcited by 5
  13. 2025CoreEditor: Correspondence-constrained Diffusion for Consistent 3D Editingcited by 5
  14. 2025Optimized Minimal 4D Gaussian Splattingcited by 5
  15. 2026RAP: Fast Feedforward Rendering-Free Attribute-Guided Primitive Importance Score Prediction for Efficient 3D Gaussian Splatting Processingcited by 5
  16. 2025Weather-Magician: Reconstruction and Rendering Framework for 4D Weather Synthesis In Real Timecited by 4
  17. 2025H3R: Hybrid Multi-view Correspondence for Generalizable 3D Reconstructioncited by 4
  18. 2026Edit in 2D, Verify in 3D: Reinforcement Learning for Multi-view Consistent Scene Editingcited by 4
  19. 2024GSDeformer: Direct, Real-time and Extensible Cage-based Deformation for 3D Gaussian Splattingcited by 3
  20. 2025CAGE-GS: High-fidelity Cage Based 3D Gaussian Splatting Deformationcited by 3
  21. 2025Creating Your Editable 3D Photorealistic Avatar with Tetrahedron-constrained Gaussian Splattingcited by 3
  22. 2025DisCo3D: Distilling Multi-View Consistency for 3D Scene Editingcited by 3
  23. 2026Vinedresser3D: Agentic Text-guided 3D Editingcited by 3
  24. 2024DragScene: Interactive 3D Scene Editing with Single-view Drag Instructionscited by 2
  25. 2025GaussianCAD: Robust Self-Supervised CAD Reconstruction from Three Orthographic Views Using 3D Gaussian Splattingcited by 2
  26. 2025Personalize Your Gaussian: Consistent 3D Scene Personalization from a Single Imagecited by 2
  27. 2025Neural Atlas Graphs for Dynamic Scene Decomposition and Editingcited by 2
  28. 20253D-Consistent Multi-View Editing by Correspondence Guidancecited by 2
  29. 2025Dynamic-eDiTor: Training-Free Text-Driven 4D Scene Editing with Multimodal Diffusion Transformercited by 2
  30. 2026Intellectual Property Protection for 3D Gaussian Splatting Assets: A Surveycited by 2
  31. 2026Variation-aware Flexible 3D Gaussian Editingcited by 2
  32. 2026PackUV: Packed Gaussian UV Maps for 4D Volumetric Videocited by 2
  33. 2026TRACE: High-Fidelity 3D Scene Editing via Tangible Reconstruction and Geometry-Aligned Contextual Video Maskingcited by 2
  34. 2025Improved 3D Scene Stylization via Text-Guided Generative Image Editing with Region-Based Controlcited by 1
  35. 2025FrontierGS: Progressive View-Space Frontier Expansion for Sparse 3D Gaussian Splattingcited by 1
  36. 2025ReCoGS: Real-time ReColoring for Gaussian Splatting scenescited by 1
  37. 2026DM-CFO: A Diffusion Model for Compositional 3D Tooth Generation with Collision-Free Optimizationcited by 1
  38. 2025Mastering Regional 3DGS: Locating, Initializing, and Editing with Diverse 2D Priorscited by 0

50 most cited of 67 All 67 (JSON)