Anything-3D: Towards Single-view Anything Reconstruction in the Wild
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Abstract (arXiv)
3D reconstruction from a single-RGB image in unconstrained real-world scenarios presents numerous challenges due to the inherent diversity and complexity of objects and environments. In this paper, we introduce Anything-3D, a methodical framework that ingeniously combines a series of visual-language models and the Segment-Anything object segmentation model to elevate objects to 3D, yielding a reliable and versatile system for single-view conditioned 3D reconstruction task. Our approach employs a BLIP model to generate textural descriptions, utilizes the Segment-Anything model for the effective extraction of objects of interest, and leverages a text-to-image diffusion model to lift object into a neural radiance field. Demonstrating its ability to produce accurate and detailed 3D reconstructions for a wide array of objects, Anything-3Dfootnotemark[2] shows promise in addressing the limitations of existing methodologies. Through comprehensive experiments and evaluations on various datasets, we showcase the merits of our approach, underscoring its potential to contribute meaningfully to the field of 3D reconstruction. Demos and code will be available at hrefhttps://github.com/Anything-of-anything/Anything-3Dhttps://github.com/Anything-of-anything/Anything-3D.
Key facts. Cited by 91 papers in the map (data through 7 Oct 2026). Builds on 14 of its 14 references that are in the map. First posted on arXiv 19 Apr 2023.
Builds on
14 of 14 references.
References · 14
- 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
- 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,466
- 2022BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generationcited by 4,310
- 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,006
- 2022An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversioncited by 2,231
- 2022Magic3D: High-Resolution Text-to-3D Content Creationcited by 1,285
- 2021Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstructioncited by 961
- 2022Point-E: A System for Generating 3D Point Clouds from Complex Promptscited by 694
- 2023Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creationcited by 684
- 2021Common Objects in 3D: Large-Scale Learning and Evaluation of Real-life 3D Category Reconstructioncited by 646
- 2022Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generationcited by 597
- 2022NeuralLift-360: Lifting An In-the-wild 2D Photo to A 3D Object with 360deg Viewscited by 148
2 more
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Citing papers per year: 2023: 38; 2024: 33; 2025: 14; 2026: 6.
91 papers.
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- 2023LRM: Large Reconstruction Model for Single Image to 3Dcited by 834
- 2023Wonder3D: Single Image to 3D using Cross-Domain Diffusioncited by 682
- 2023SyncDreamer: Generating Multiview-consistent Images from a Single-view Imagecited by 638
- 2023LangSplat: 3D Language Gaussian Splattingcited by 410
- 2023Gaussian Grouping: Segment and Edit Anything in 3D Scenescited by 387
- 2023Faster Segment Anything: Towards Lightweight SAM for Mobile Applicationscited by 345
- 2023Multimodal Foundation Models: From Specialists to General-Purpose Assistantscited by 247
- 2023EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anythingcited by 187
- 2023SAM3D: Segment Anything in 3D Scenescited by 155
- 2023SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimationcited by 115
- 2023SAM on Medical Images: A Comprehensive Study on Three Prompt Modescited by 81
- 2023Review of Large Vision Models and Visual Prompt Engineeringcited by 77
38 more
- 2023EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusioncited by 72
- 2023A Comprehensive Survey on Segment Anything Model for Vision and Beyondcited by 64
- 2024SPAD : Spatially Aware Multiview Diffuserscited by 62
- 2024FlashSplat: 2D to 3D Gaussian Splatting Segmentation Solved Optimallycited by 57
- 2023A Survey on Segment Anything Model (SAM): Vision Foundation Model Meets Prompt Engineeringcited by 45
- 2023MobileSAMv2: Faster Segment Anything to Everythingcited by 41
- 2023SAM3D: Zero-Shot 3D Object Detection via Segment Anything Modelcited by 40
- 2023Single-view 3D Scene Reconstruction with High-fidelity Shape and Texturecited by 37
- 2024RobustSAM: Segment Anything Robustly on Degraded Imagescited by 36
- 2024MVD-Fusion: Single-view 3D via Depth-consistent Multi-view Generationcited by 35
- 2023Control4D: Efficient 4D Portrait Editing with Textcited by 32
- 2023Cascade-Zero123: One Image to Highly Consistent 3D with Self-Prompted Nearby Viewscited by 32
- 2024PTQ4SAM: Post-Training Quantization for Segment Anythingcited by 32
- 2023Robustness of SAM: Segment Anything Under Corruptions and Beyondcited by 30
- 2023Repaint123: Fast and High-quality One Image to 3D Generation with Progressive Controllable 2D Repaintingcited by 25
- 2023RefSAM: Efficiently Adapting Segmenting Anything Model for Referring Video Object Segmentationcited by 24
- 2024Forging Vision Foundation Models for Autonomous Driving: Challenges, Methodologies, and Opportunitiescited by 24
- 2024FastScene: Text-Driven Fast 3D Indoor Scene Generation via Panoramic Gaussian Splattingcited by 24
- 2023iNVS: Repurposing Diffusion Inpainters for Novel View Synthesiscited by 20
- 2023SlimSAM: 0.1% Data Makes Segment Anything Slimcited by 20
- 2024TetSphere Splatting: Representing High-Quality Geometry with Lagrangian Volumetric Meshescited by 20
- 2025Pippo: High-Resolution Multi-View Humans from a Single Imagecited by 20
- 2024Hash3D: Training-free Acceleration for 3D Generationcited by 19
- 2025SAMRefiner: Taming Segment Anything Model for Universal Mask Refinementcited by 19
- 2024GAGS: Granularity-Aware Feature Distillation for Language Gaussian Splattingcited by 18
- 2023Segment Anything in Non-Euclidean Domains: Challenges and Opportunitiescited by 16
- 2023Efficient-NeRF2NeRF: Streamlining Text-Driven 3D Editing with Multiview Correspondence-Enhanced Diffusion Modelscited by 16
- 2024On Efficient Variants of Segment Anything Model: A Surveycited by 16
- 2023Towards Training-free Open-world Segmentation via Image Prompt Foundation Modelscited by 15
- 2024DreamCar: Leveraging Car-specific Prior for in-the-wild 3D Car Reconstructioncited by 15
- 2023SAD: Segment Any RGBDcited by 14
- 2024Isotropic3D: Image-to-3D Generation Based on a Single CLIP Embeddingcited by 13
- 2025RefAV: Towards Planning-Centric Scenario Miningcited by 13
- 2023SAM4UDASS: When SAM Meets Unsupervised Domain Adaptive Semantic Segmentation in Intelligent Vehiclescited by 12
- 2024Envision3D: One Image to 3D with Anchor Views Interpolationcited by 12
- 2024HICEScore: A Hierarchical Metric for Image Captioning Evaluationcited by 12
- 2023Understanding Segment Anything Model: SAM is Biased Towards Texture Rather than Shapecited by 10
- 2025Laser: Efficient Language-Guided Segmentation in Neural Radiance Fieldscited by 10
50 most cited of 91 All 91 (JSON)
- 2026ViSculpt: Visual-Centric Agentic Geometry Editing25 Aug 2026
- 2026Monte Carlo Energy Aggregation for Mobile 3D Gaussian Splatting29 Jun 2026
- 2026CoIn: Comprehensive 2D-3D Inpainting with Gaussian Splatting Guidance25 Jun 2026
- 2026Don't waste SAM9 Jun 2026
- 2026Dehallu3D: Hallucination-Mitigated 3D Generation from Single Image via Cyclic View Consistency Refinement2 Mar 2026
- 2026Spatial-Temporal State Propagation Autoregressive Model for 4D Object Generation21 Feb 2026
- 2025LISA-3D: Lifting Language-Image Segmentation to 3D via Multi-View Consistency30 Nov 2025
- 2025Ref-SAM3D: Bridging SAM3D with Text for Reference 3D Reconstruction24 Nov 2025
- 2025Wonder3D++: Cross-domain Diffusion for High-fidelity 3D Generation from a Single Image3 Nov 2025
- 2025SERES: Semantic-aware neural reconstruction from sparse views23 Aug 2025
- 2025ROD: RGB-Only Fast and Efficient Off-road Freespace Detection12 Aug 2025
- 2025RefAV: Towards Planning-Centric Scenario Mining27 May 2025
38 more
- 2025Mix-QSAM: Mixed-Precision Quantization of the Segment Anything Model8 May 2025
- 2025TwoSquared: 4D Generation from 2D Image Pairs17 Apr 2025
- 2025Multi-Modal 3D Mesh Reconstruction from Images and Text10 Mar 2025
- 2025AHCQ-SAM: Toward Accurate and Hardware-Compatible Post-Training Segment Anything Model Quantization5 Mar 2025
- 2025Towards Fine-grained Interactive Segmentation in Images and Videos12 Feb 2025
- 2025Pippo: High-Resolution Multi-View Humans from a Single Image11 Feb 2025
- 2025SAMRefiner: Taming Segment Anything Model for Universal Mask Refinement10 Feb 2025
- 2025Laser: Efficient Language-Guided Segmentation in Neural Radiance Fields31 Jan 2025
- 2024GAGS: Granularity-Aware Feature Distillation for Language Gaussian Splatting18 Dec 2024
- 2024Test-time Correction: An Online 3D Detection System via Visual Prompting10 Dec 2024
- 2024Zero-Shot Pupil Segmentation with SAM 2: A Case Study of Over 14 Million Images11 Oct 2024
- 2024On Efficient Variants of Segment Anything Model: A Survey7 Oct 2024
- 2024FlashSplat: 2D to 3D Gaussian Splatting Segmentation Solved Optimally12 Sep 2024
- 2024COMOGen: A Controllable Text-to-3D Multi-object Generation Framework1 Sep 2024
- 20243D-VirtFusion: Synthetic 3D Data Augmentation through Generative Diffusion Models and Controllable Editing25 Aug 2024
- 2024HICEScore: A Hierarchical Metric for Image Captioning Evaluation26 Jul 2024
- 2024DreamCar: Leveraging Car-specific Prior for in-the-wild 3D Car Reconstruction24 Jul 2024
- 2024Shelf-Supervised Cross-Modal Pre-Training for 3D Object Detection14 Jun 2024
- 2024RobustSAM: Segment Anything Robustly on Degraded Images13 Jun 2024
- 2024Extending Segment Anything Model into Auditory and Temporal Dimensions for Audio-Visual Segmentation10 Jun 2024
- 2024TetSphere Splatting: Representing High-Quality Geometry with Lagrangian Volumetric Meshes30 May 2024
- 2024FastScene: Text-Driven Fast 3D Indoor Scene Generation via Panoramic Gaussian Splatting9 May 2024
- 2024PTQ4SAM: Post-Training Quantization for Segment Anything6 May 2024
- 2024UnSAMFlow: Unsupervised Optical Flow Guided by Segment Anything Model4 May 2024
- 2024Practical Region-level Attack against Segment Anything Models12 Apr 2024
- 2024Hash3D: Training-free Acceleration for 3D Generation9 Apr 2024
- 2024MVD-Fusion: Single-view 3D via Depth-consistent Multi-view Generation4 Apr 2024
- 2024Unsegment Anything by Simulating Deformation3 Apr 2024
- 2024AniArtAvatar: Animatable 3D Art Avatar from a Single Image26 Mar 2024
- 2024Segment Any Object Model (SAOM): Real-to-Simulation Fine-Tuning Strategy for Multi-Class Multi-Instance Segmentation16 Mar 2024
- 2024Isotropic3D: Image-to-3D Generation Based on a Single CLIP Embedding15 Mar 2024
- 2024PosSAM: Panoptic Open-vocabulary Segment Anything14 Mar 2024
- 2024VisionGPT-3D: A Generalized Multimodal Agent for Enhanced 3D Vision Understanding14 Mar 2024
- 2024SAM-Lightening: A Lightweight Segment Anything Model with Dilated Flash Attention to Achieve 30 times Acceleration14 Mar 2024
- 2024Envision3D: One Image to 3D with Anchor Views Interpolation13 Mar 2024
- 2024BiTT: Bi-directional Texture Reconstruction of Interacting Two Hands from a Single Image13 Mar 2024
- 2024A Simple-but-effective Baseline for Training-free Class-Agnostic Counting3 Mar 2024
- 2024SPAD : Spatially Aware Multiview Diffusers7 Feb 2024
50 newest of 91 All 91 (JSON)
- 2023Wonder3D: Single Image to 3D using Cross-Domain Diffusioncited by 682
- 2023SyncDreamer: Generating Multiview-consistent Images from a Single-view Imagecited by 638
- 2023EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusioncited by 72
- 2024Hash3D: Training-free Acceleration for 3D Generationcited by 19
- 2023Efficient-NeRF2NeRF: Streamlining Text-Driven 3D Editing with Multiview Correspondence-Enhanced Diffusion Modelscited by 16
- 2024Isotropic3D: Image-to-3D Generation Based on a Single CLIP Embeddingcited by 13
- 2024Envision3D: One Image to 3D with Anchor Views Interpolationcited by 12
- 2025Wonder3D++: Cross-domain Diffusion for High-fidelity 3D Generation from a Single Imagecited by 8
- 2023DreamDrone: Text-to-Image Diffusion Models are Zero-shot Perpetual View Generatorscited by 1
- 20243D-VirtFusion: Synthetic 3D Data Augmentation through Generative Diffusion Models and Controllable Editingcited by 0
- 2025Wonder3D++: Cross-domain Diffusion for High-fidelity 3D Generation from a Single Image3 Nov 2025
- 20243D-VirtFusion: Synthetic 3D Data Augmentation through Generative Diffusion Models and Controllable Editing25 Aug 2024
- 2024Hash3D: Training-free Acceleration for 3D Generation9 Apr 2024
- 2024Isotropic3D: Image-to-3D Generation Based on a Single CLIP Embedding15 Mar 2024
- 2024Envision3D: One Image to 3D with Anchor Views Interpolation13 Mar 2024
- 2023DreamDrone: Text-to-Image Diffusion Models are Zero-shot Perpetual View Generators14 Dec 2023
- 2023Efficient-NeRF2NeRF: Streamlining Text-Driven 3D Editing with Multiview Correspondence-Enhanced Diffusion Models13 Dec 2023
- 2023EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusion11 Dec 2023
- 2023Wonder3D: Single Image to 3D using Cross-Domain Diffusion23 Oct 2023
- 2023SyncDreamer: Generating Multiview-consistent Images from a Single-view Image7 Sep 2023
- 2023LRM: Large Reconstruction Model for Single Image to 3Dcited by 834
- 2023LangSplat: 3D Language Gaussian Splattingcited by 410
- 2023Gaussian Grouping: Segment and Edit Anything in 3D Scenescited by 387
- 2023Faster Segment Anything: Towards Lightweight SAM for Mobile Applicationscited by 345
- 2023Multimodal Foundation Models: From Specialists to General-Purpose Assistantscited by 247
- 2023EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anythingcited by 187
- 2023SAM3D: Segment Anything in 3D Scenescited by 155
- 2023SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimationcited by 115
- 2023SAM on Medical Images: A Comprehensive Study on Three Prompt Modescited by 81
- 2023Review of Large Vision Models and Visual Prompt Engineeringcited by 77
- 2023A Comprehensive Survey on Segment Anything Model for Vision and Beyondcited by 64
- 2024SPAD : Spatially Aware Multiview Diffuserscited by 62
12 most cited of 77 All 77 (JSON)
- 2026Monte Carlo Energy Aggregation for Mobile 3D Gaussian Splatting29 Jun 2026
- 2026CoIn: Comprehensive 2D-3D Inpainting with Gaussian Splatting Guidance25 Jun 2026
- 2026Don't waste SAM9 Jun 2026
- 2026Dehallu3D: Hallucination-Mitigated 3D Generation from Single Image via Cyclic View Consistency Refinement2 Mar 2026
- 2026Spatial-Temporal State Propagation Autoregressive Model for 4D Object Generation21 Feb 2026
- 2025LISA-3D: Lifting Language-Image Segmentation to 3D via Multi-View Consistency30 Nov 2025
- 2025Ref-SAM3D: Bridging SAM3D with Text for Reference 3D Reconstruction24 Nov 2025
- 2025SERES: Semantic-aware neural reconstruction from sparse views23 Aug 2025
- 2025ROD: RGB-Only Fast and Efficient Off-road Freespace Detection12 Aug 2025
- 2025RefAV: Towards Planning-Centric Scenario Mining27 May 2025
- 2025Mix-QSAM: Mixed-Precision Quantization of the Segment Anything Model8 May 2025
- 2025TwoSquared: 4D Generation from 2D Image Pairs17 Apr 2025
12 newest of 77 All 77 (JSON)
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