PrEditor3D: Fast and Precise 3D Shape Editing
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Abstract (arXiv)
We propose a training-free approach to 3D editing that enables the editing of a single shape within a few minutes. The edited 3D mesh aligns well with the prompts, and remains identical for regions that are not intended to be altered. To this end, we first project the 3D object onto 4-view images and perform synchronized multi-view image editing along with user-guided text prompts and user-provided rough masks. However, the targeted regions to be edited are ambiguous due to projection from 3D to 2D. To ensure precise editing only in intended regions, we develop a 3D segmentation pipeline that detects edited areas in 3D space, followed by a merging algorithm to seamlessly integrate edited 3D regions with the original input. Extensive experiments demonstrate the superiority of our method over previous approaches, enabling fast, high-quality editing while preserving unintended regions.
Key facts. Cited by 28 papers in the map (data through 14 Oct 2026). Builds on 49 of its 53 references that are in the map. First posted on arXiv 9 Dec 2024.
Builds on
49 of 53 references.
References · 49
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
- 2020Denoising Diffusion Probabilistic Modelscited by 21,076
- 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
- 2020Denoising Diffusion Implicit Modelscited by 9,781
- 2021GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Modelscited by 3,614
- 2023Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detectioncited by 3,332
- 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,025
- 2024SAM 2: Segment Anything in Images and Videoscited by 2,863
- 2022InstructPix2Pix: Learning to Follow Image Editing Instructionscited by 2,611
- 2022Prompt-to-Prompt Image Editing with Cross Attention Controlcited by 2,431
- 2021SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationscited by 1,937
- 2020pixelNeRF: Neural Radiance Fields from One or Few Imagescited by 1,584
37 more
- 2022Objaverse: A Universe of Annotated 3D Objectscited by 1,540
- 2022Magic3D: High-Resolution Text-to-3D Content Creationcited by 1,290
- 2023ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillationcited by 1,219
- 2022Null-text Inversion for Editing Real Images using Guided Diffusion Modelscited by 1,179
- 2023MVDream: Multi-view Diffusion for 3D Generationcited by 938
- 2021Blended Diffusion for Text-driven Editing of Natural Imagescited by 927
- 2023LRM: Large Reconstruction Model for Single Image to 3Dcited by 849
- 2024LGM: Large Multi-View Gaussian Model for High-Resolution 3D Content Creationcited by 739
- 2023MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editingcited by 727
- 2023Attend-and-Excite: Attention-Based Semantic Guidance for Text-to-Image Diffusion Modelscited by 702
- 2023Wonder3D: Single Image to 3D using Cross-Domain Diffusioncited by 689
- 2023Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creationcited by 687
- 2023MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editingcited by 624
- 2022Google Scanned Objects: A High-Quality Dataset of 3D Scanned Household Itemscited by 612
- 2022Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generationcited by 597
- 2023Instruct-NeRF2NeRF: Editing 3D Scenes with Instructionscited by 484
- 2023Magic123: One Image to High-Quality 3D Object Generation Using Both 2D and 3D Diffusion Priorscited by 397
- 2023Instant3D: Fast Text-to-3D with Sparse-View Generation and Large Reconstruction Modelcited by 378
- 2023MeshGPT: Generating Triangle Meshes with Decoder-Only Transformerscited by 259
- 2023GaussianDreamer: Fast Generation from Text to 3D Gaussians by Bridging 2D and 3D Diffusion Modelscited by 255
- 2023An Edit Friendly DDPM Noise Space: Inversion and Manipulationscited by 244
- 2024CRM: Single Image to 3D Textured Mesh with Convolutional Reconstruction Modelcited by 215
- 2023DMV3D: Denoising Multi-View Diffusion using 3D Large Reconstruction Modelcited by 214
- 2024GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generationcited by 153
- 2023LEDITS++: Limitless Image Editing using Text-to-Image Modelscited by 148
- 2023Vox-E: Text-guided Voxel Editing of 3D Objectscited by 115
- 2023PolyDiff: Generating 3D Polygonal Meshes with Diffusion Modelscited by 66
- 20223DDesigner: Towards Photorealistic 3D Object Generation and Editing with Text-guided Diffusion Modelscited by 57
- 2023Progressive3D: Progressively Local Editing for Text-to-3D Content Creation with Complex Semantic Promptscited by 52
- 2024Generic 3D Diffusion Adapter Using Controlled Multi-View Editingcited by 47
- 2023SHAP-EDITOR: Instruction-guided Latent 3D Editing in Secondscited by 37
- 20233D Paintbrush: Local Stylization of 3D Shapes with Cascaded Score Distillationcited by 35
- 2024Tailor3D: Customized 3D Assets Editing and Generation with Dual-Side Imagescited by 35
- 2024Interactive3D: Create What You Want by Interactive 3D Generationcited by 21
- 2023InstructP2P: Learning to Edit 3D Point Clouds with Text Instructionscited by 14
- 2023UpFusion: Novel View Diffusion from Unposed Sparse View Observationscited by 14
- 2024GTR: Improving Large 3D Reconstruction Models through Geometry and Texture Refinementcited by 14
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Citing papers per year: 2024: 1; 2025: 12; 2026: 15.
28 papers.
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- 2025VoxHammer: Training-Free Precise and Coherent 3D Editing in Native 3D Spacecited by 45
- 2025NANO3D: A Training-Free Approach for Efficient 3D Editing Without Maskscited by 31
- 2025EditP23: 3D Editing via Propagation of Image Prompts to Multi-Viewcited by 20
- 20243D Mesh Editing using Masked LRMscited by 18
- 2025Pro3D-Editor : A Progressive-Views Perspective for Consistent and Precise 3D Editingcited by 11
- 20253D-LATTE: Latent Space 3D Editing from Textual Instructionscited by 11
- 2025Towards Scalable and Consistent 3D Editingcited by 10
- 2025AnchorFlow: Training-Free 3D Editing via Latent Anchor-Aligned Flowscited by 9
- 2025Part-X-MLLM: Part-aware 3D Multimodal Large Language Modelcited by 7
- 2025SplatPainter: Interactive Authoring of 3D Gaussians from 2D Edits via Test-Time Trainingcited by 7
- 2025Feedforward 3D Editing via Text-Steerable Image-to-3Dcited by 7
- 2025ScanEdit: Hierarchically-Guided Functional 3D Scan Editingcited by 4
16 more
- 2025Native 3D Editing with Full Attentioncited by 4
- 2026ShapeUP: Scalable Image-Conditioned 3D Editingcited by 4
- 2026Vinedresser3D: Agentic Text-guided 3D Editingcited by 3
- 2026Axolotl3D: a Unified Framework for Faithful 3D Shape Completioncited by 3
- 2026Copy-Trasform-Paste: Zero-Shot Object-Object Alignment Guided by Vision-Language and Geometric Constraintscited by 1
- 2026Beyond Prompts: Unconditional 3D Inversion for Out-of-Distribution Shapescited by 1
- 2026EditVerse3D: High-Quality 3D Object Editing with Region-Aware Learningcited by 1
- 2026EditFlow3D: Automated Local Editing of 3D Assets with Trajectory Preservationcited by 1
- 2026Catalyst4D: High-Fidelity 3D-to-4D Scene Editing via Dynamic Propagationcited by 0
- 2026Refining 3D Medical Segmentation with Verbal Instructioncited by 0
- 2026DreamEdit3D: Personalization of Multi-View Diffusion Models for 3D Editingcited by 0
- 2026CompoSE: Compositional Synthesis and Editing of 3D Shapes via Part-Aware Controlcited by 0
- 2026ES3D: Embedding Semantics into 3D Space for Component-Aware Editingcited by 0
- 2026RADmesh: Remesh-Aware Mesh Deformationcited by 0
- 2026SemanticSlider3D: Training-Free Continuous Semantic Editing for 3D Objectscited by 0
- 2026UMAS3D: Unified Mask-Free 3D Editing with Region-Adaptive Source Preservationcited by 0
- 2026UMAS3D: Unified Mask-Free 3D Editing with Region-Adaptive Source Preservation11 Oct 2026
- 2026SemanticSlider3D: Training-Free Continuous Semantic Editing for 3D Objects19 Aug 2026
- 2026RADmesh: Remesh-Aware Mesh Deformation17 Aug 2026
- 2026ES3D: Embedding Semantics into 3D Space for Component-Aware Editing16 Aug 2026
- 2026EditFlow3D: Automated Local Editing of 3D Assets with Trajectory Preservation4 Aug 2026
- 2026Axolotl3D: a Unified Framework for Faithful 3D Shape Completion22 Jul 2026
- 2026EditVerse3D: High-Quality 3D Object Editing with Region-Aware Learning8 Jul 2026
- 2026CompoSE: Compositional Synthesis and Editing of 3D Shapes via Part-Aware Control19 May 2026
- 2026DreamEdit3D: Personalization of Multi-View Diffusion Models for 3D Editing16 May 2026
- 2026Beyond Prompts: Unconditional 3D Inversion for Out-of-Distribution Shapes16 Apr 2026
- 2026Refining 3D Medical Segmentation with Verbal Instruction15 Mar 2026
- 2026Catalyst4D: High-Fidelity 3D-to-4D Scene Editing via Dynamic Propagation13 Mar 2026
16 more
- 2026Vinedresser3D: Agentic Text-guided 3D Editing23 Feb 2026
- 2026ShapeUP: Scalable Image-Conditioned 3D Editing5 Feb 2026
- 2026Copy-Trasform-Paste: Zero-Shot Object-Object Alignment Guided by Vision-Language and Geometric Constraints20 Jan 2026
- 2025Feedforward 3D Editing via Text-Steerable Image-to-3D15 Dec 2025
- 2025SplatPainter: Interactive Authoring of 3D Gaussians from 2D Edits via Test-Time Training5 Dec 2025
- 2025AnchorFlow: Training-Free 3D Editing via Latent Anchor-Aligned Flows27 Nov 2025
- 2025Native 3D Editing with Full Attention21 Nov 2025
- 2025Part-X-MLLM: Part-aware 3D Multimodal Large Language Model17 Nov 2025
- 2025NANO3D: A Training-Free Approach for Efficient 3D Editing Without Masks16 Oct 2025
- 2025Towards Scalable and Consistent 3D Editing3 Oct 2025
- 20253D-LATTE: Latent Space 3D Editing from Textual Instructions29 Aug 2025
- 2025VoxHammer: Training-Free Precise and Coherent 3D Editing in Native 3D Space26 Aug 2025
- 2025EditP23: 3D Editing via Propagation of Image Prompts to Multi-View25 Jun 2025
- 2025Pro3D-Editor : A Progressive-Views Perspective for Consistent and Precise 3D Editing31 May 2025
- 2025ScanEdit: Hierarchically-Guided Functional 3D Scan Editing21 Apr 2025
- 20243D Mesh Editing using Masked LRMs11 Dec 2024
- 2026Vinedresser3D: Agentic Text-guided 3D Editingcited by 3
- 2026Vinedresser3D: Agentic Text-guided 3D Editing23 Feb 2026
- 2025Part-X-MLLM: Part-aware 3D Multimodal Large Language Model17 Nov 2025
- 2025VoxHammer: Training-Free Precise and Coherent 3D Editing in Native 3D Spacecited by 45
- 2025NANO3D: A Training-Free Approach for Efficient 3D Editing Without Maskscited by 31
- 2025EditP23: 3D Editing via Propagation of Image Prompts to Multi-Viewcited by 20
- 20243D Mesh Editing using Masked LRMscited by 18
- 2025Pro3D-Editor : A Progressive-Views Perspective for Consistent and Precise 3D Editingcited by 11
- 2025Towards Scalable and Consistent 3D Editingcited by 10
- 2025AnchorFlow: Training-Free 3D Editing via Latent Anchor-Aligned Flowscited by 9
- 2025SplatPainter: Interactive Authoring of 3D Gaussians from 2D Edits via Test-Time Trainingcited by 7
- 2025Feedforward 3D Editing via Text-Steerable Image-to-3Dcited by 7
- 2025ScanEdit: Hierarchically-Guided Functional 3D Scan Editingcited by 4
- 2025Native 3D Editing with Full Attentioncited by 4
- 2026ShapeUP: Scalable Image-Conditioned 3D Editingcited by 4
12 most cited of 24 All 24 (JSON)
- 2026UMAS3D: Unified Mask-Free 3D Editing with Region-Adaptive Source Preservation11 Oct 2026
- 2026SemanticSlider3D: Training-Free Continuous Semantic Editing for 3D Objects19 Aug 2026
- 2026RADmesh: Remesh-Aware Mesh Deformation17 Aug 2026
- 2026ES3D: Embedding Semantics into 3D Space for Component-Aware Editing16 Aug 2026
- 2026EditFlow3D: Automated Local Editing of 3D Assets with Trajectory Preservation4 Aug 2026
- 2026Axolotl3D: a Unified Framework for Faithful 3D Shape Completion22 Jul 2026
- 2026EditVerse3D: High-Quality 3D Object Editing with Region-Aware Learning8 Jul 2026
- 2026CompoSE: Compositional Synthesis and Editing of 3D Shapes via Part-Aware Control19 May 2026
- 2026Beyond Prompts: Unconditional 3D Inversion for Out-of-Distribution Shapes16 Apr 2026
- 2026Refining 3D Medical Segmentation with Verbal Instruction15 Mar 2026
- 2026Catalyst4D: High-Fidelity 3D-to-4D Scene Editing via Dynamic Propagation13 Mar 2026
- 2026ShapeUP: Scalable Image-Conditioned 3D Editing5 Feb 2026
12 newest of 24 All 24 (JSON)