mlsanityData to 7 Oct 2026

TripoSR: Fast 3D Object Reconstruction from a Single Image

arXiv 2403.02151 ↗First posted 4 Mar 2024cs.CVcited by 227

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Cited by 46 in Diffusion models, but placed by its own abstract, which didn’t fit.

Abstract (arXiv)

This technical report introduces TripoSR, a 3D reconstruction model leveraging transformer architecture for fast feed-forward 3D generation, producing 3D mesh from a single image in under 0.5 seconds. Building upon the LRM network architecture, TripoSR integrates substantial improvements in data processing, model design, and training techniques. Evaluations on public datasets show that TripoSR exhibits superior performance, both quantitatively and qualitatively, compared to other open-source alternatives. Released under the MIT license, TripoSR is intended to empower researchers, developers, and creatives with the latest advancements in 3D generative AI.

Key facts. Cited by 227 papers in the map (data through 7 Oct 2026). Builds on 30 of its 35 references that are in the map. First posted on arXiv 4 Mar 2024.

Builds on

30 of 35 references.

References · 30

  1. 2021Emerging Properties in Self-Supervised Vision Transformerscited by 6,893
  2. 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,006
  3. 2018Occupancy Networks: Learning 3D Reconstruction in Function Spacecited by 2,037
  4. 2022Objaverse: A Universe of Annotated 3D Objectscited by 1,522
  5. 2023Zero-1-to-3: Zero-shot One Image to 3D Objectcited by 1,483
  6. 2023ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillationcited by 1,207
  7. 2021Efficient Geometry-aware 3D Generative Adversarial Networkscited by 1,204
  8. 2023MVDream: Multi-view Diffusion for 3D Generationcited by 928
  9. 2023DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creationcited by 837
  10. 2023LRM: Large Reconstruction Model for Single Image to 3Dcited by 834
  11. 2023Objaverse-XL: A Universe of 10M+ 3D Objectscited by 767
  12. 2024LGM: Large Multi-View Gaussian Model for High-Resolution 3D Content Creationcited by 730
18 more
  1. 2018Pixel2Mesh: Generating 3D Mesh Models from Single RGB Imagescited by 649
  2. 2022Google Scanned Objects: A High-Quality Dataset of 3D Scanned Household Itemscited by 601
  3. 2023One-2-3-45: Any Single Image to 3D Mesh in 45 Seconds without Per-Shape Optimizationcited by 555
  4. 2018AtlasNet: A Papier-Mach'e Approach to Learning 3D Surface Generationcited by 539
  5. 2023Instant3D: Fast Text-to-3D with Sparse-View Generation and Large Reconstruction Modelcited by 376
  6. 2023OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generationcited by 324
  7. 2023ReconFusion: 3D Reconstruction with Diffusion Priorscited by 317
  8. 2023Generative Novel View Synthesis with 3D-Aware Diffusion Modelscited by 273
  9. 2023Triplane Meets Gaussian Splatting: Fast and Generalizable Single-View 3D Reconstruction with Transformerscited by 257
  10. 2022SparseFusion: Distilling View-conditioned Diffusion for 3D Reconstructioncited by 216
  11. 2023DMV3D: Denoising Multi-View Diffusion using 3D Large Reconstruction Modelcited by 213
  12. 2023PF-LRM: Pose-Free Large Reconstruction Model for Joint Pose and Shape Predictioncited by 165
  13. 2023Multiview Compressive Coding for 3D Reconstructioncited by 71
  14. 2024Advances in 3D Generation: A Surveycited by 62
  15. 2018Learning to Reconstruct Shapes from Unseen Classescited by 60
  16. 2023ZeroShape: Regression-based Zero-shot Shape Reconstructioncited by 30
  17. 2023Sparse3D: Distilling Multiview-Consistent Diffusion for Object Reconstruction from Sparse Viewscited by 25
  18. 2023ShapeClipper: Scalable 3D Shape Learning from Single-View Images via Geometric and CLIP-based Consistencycited by 16

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 86; 2025: 83; 2026: 58.

227 papers.

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  1. 2024Structured 3D Latents for Scalable and Versatile 3D Generationcited by 742
  2. 2024InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-view Large Reconstruction Modelscited by 421
  3. 2024CRM: Single Image to 3D Textured Mesh with Convolutional Reconstruction Modelcited by 214
  4. 2025TripoSG: High-Fidelity 3D Shape Synthesis using Large-Scale Rectified Flow Modelscited by 204
  5. 2024VD3D: Taming Large Video Diffusion Transformers for 3D Camera Controlcited by 156
  6. 2024AC3D: Analyzing and Improving 3D Camera Control in Video Diffusion Transformerscited by 151
  7. 2024SV4D: Dynamic 3D Content Generation with Multi-Frame and Multi-View Consistencycited by 143
  8. 2024MeshAnything: Artist-Created Mesh Generation with Autoregressive Transformerscited by 140
  9. 2024MIDI: Multi-Instance Diffusion for Single Image to 3D Scene Generationcited by 113
  10. 2024MeshAnything V2: Artist-Created Mesh Generation With Adjacent Mesh Tokenizationcited by 102
  11. 2024Wonderland: Navigating 3D Scenes from a Single Imagecited by 98
  12. 2024Dora: Sampling and Benchmarking for 3D Shape Variational Auto-Encoderscited by 93
38 more
  1. 2025Step1X-3D: Towards High-Fidelity and Controllable Generation of Textured 3D Assetscited by 85
  2. 2025Sparc3D: Sparse Representation and Construction for High-Resolution 3D Shapes Modelingcited by 84
  3. 2024TC4D: Trajectory-Conditioned Text-to-4D Generationcited by 76
  4. 2025SparseFlex: High-Resolution and Arbitrary-Topology 3D Shape Modelingcited by 76
  5. 2024Meta 3D AssetGen: Text-to-Mesh Generation with High-Quality Geometry, Texture, and PBR Materialscited by 66
  6. 2024SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination Disentanglementcited by 65
  7. 2024You See it, You Got it: Learning 3D Creation on Pose-Free Videos at Scalecited by 65
  8. 2024SCube: Instant Large-Scale Scene Reconstruction using VoxSplatscited by 56
  9. 2024HumanSplat: Generalizable Single-Image Human Gaussian Splatting with Structure Priorscited by 54
  10. 2024GenXD: Generating Any 3D and 4D Scenescited by 49
  11. 2025DiffSplat: Repurposing Image Diffusion Models for Scalable Gaussian Splat Generationcited by 49
  12. 2024GIC: Gaussian-Informed Continuum for Physical Property Identification and Simulationcited by 48
  13. 2024REPARO: Compositional 3D Assets Generation with Differentiable 3D Layout Alignmentcited by 45
  14. 2024Human-3Diffusion: Realistic Avatar Creation via Explicit 3D Consistent Diffusion Modelscited by 44
  15. 2025SV4D 2.0: Enhancing Spatio-Temporal Consistency in Multi-View Video Diffusion for High-Quality 4D Generationcited by 44
  16. 2025Ultra3D: Efficient and High-Fidelity 3D Generation with Part Attentioncited by 43
  17. 2025SPAR3D: Stable Point-Aware Reconstruction of 3D Objects from Single Imagescited by 41
  18. 2024Physically Compatible 3D Object Modeling from a Single Imagecited by 38
  19. 2025Lyra: Generative 3D Scene Reconstruction via Video Diffusion Model Self-Distillationcited by 37
  20. 2026Lyra 2.0: Explorable Generative 3D Worldscited by 36
  21. 2024GeoLRM: Geometry-Aware Large Reconstruction Model for High-Quality 3D Gaussian Generationcited by 35
  22. 2024SpaRP: Fast 3D Object Reconstruction and Pose Estimation from Sparse Viewscited by 35
  23. 2024Img2CAD: Conditioned 3D CAD Model Generation from Single Image with Structured Visual Geometrycited by 35
  24. 2024Ouroboros3D: Image-to-3D Generation via 3D-aware Recursive Diffusioncited by 31
  25. 2025CADCrafter: Generating Computer-Aided Design Models from Unconstrained Imagescited by 31
  26. 2024ScaleDreamer: Scalable Text-to-3D Synthesis with Asynchronous Score Distillationcited by 27
  27. 2025Unleashing Vecset Diffusion Model for Fast Shape Generationcited by 25
  28. 2024Real3D: Scaling Up Large Reconstruction Models with Real-World Imagescited by 24
  29. 2024Large Language Models for Manufacturingcited by 24
  30. 2024DRiVE: Diffusion-based Rigging Empowers Generation of Versatile and Expressive Characterscited by 24
  31. 2024MVGamba: Unify 3D Content Generation as State Space Sequence Modelingcited by 23
  32. 2025Generating Physically Stable and Buildable Brick Structures from Textcited by 23
  33. 2025Advances in Feed-Forward 3D Reconstruction and View Synthesis: A Surveycited by 23
  34. 2025CADDreamer: CAD Object Generation from Single-view Imagescited by 22
  35. 2024TetSphere Splatting: Representing High-Quality Geometry with Lagrangian Volumetric Meshescited by 20
  36. 2024GenEx: Generating an Explorable Worldcited by 20
  37. 2025Objaverse++: Curated 3D Object Dataset with Quality Annotationscited by 20
  38. 2025UniLat3D: Geometry-Appearance Unified Latents for Single-Stage 3D Generationcited by 20

50 most cited of 227 All 227 (JSON)