mlsanityData to 7 Oct 2026

GauStudio: A Modular Framework for 3D Gaussian Splatting and Beyond

arXiv 2403.19632 ↗First posted 28 Mar 2024cs.CVcited by 24

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Abstract (arXiv)

We present GauStudio, a novel modular framework for modeling 3D Gaussian Splatting (3DGS) to provide standardized, plug-and-play components for users to easily customize and implement a 3DGS pipeline. Supported by our framework, we propose a hybrid Gaussian representation with foreground and skyball background models. Experiments demonstrate this representation reduces artifacts in unbounded outdoor scenes and improves novel view synthesis. Finally, we propose Gaussian Splatting Surface Reconstruction (GauS), a novel render-then-fuse approach for high-fidelity mesh reconstruction from 3DGS inputs without fine-tuning. Overall, our GauStudio framework, hybrid representation, and GauS approach enhance 3DGS modeling and rendering capabilities, enabling higher-quality novel view synthesis and surface reconstruction.

Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). Builds on 52 of its 63 references that are in the map. First posted on arXiv 28 Mar 2024.

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52 of 63 references.

References · 52

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
  2. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
  3. 2022Instant Neural Graphics Primitives with a Multiresolution Hash Encodingcited by 3,698
  4. 2021Masked-attention Mask Transformer for Universal Image Segmentationcited by 2,338
  5. 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 2,013
  6. 2021NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstructioncited by 1,701
  7. 2021Plenoxels: Radiance Fields without Neural Networkscited by 1,607
  8. 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Datacited by 1,346
  9. 2021LoFTR: Detector-Free Local Feature Matching with Transformerscited by 974
  10. 2024LGM: Large Multi-View Gaussian Model for High-Resolution 3D Content Creationcited by 730
  11. 2023Scaffold-GS: Structured 3D Gaussians for View-Adaptive Renderingcited by 684
  12. 2023pixelSplat: 3D Gaussian Splats from Image Pairs for Scalable Generalizable 3D Reconstructioncited by 668
38 more
  1. 2023Mip-Splatting: Alias-free 3D Gaussian Splattingcited by 661
  2. 2023SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Renderingcited by 611
  3. 2018From Coarse to Fine: Robust Hierarchical Localization at Large Scalecited by 556
  4. 2023CoTracker: It is Better to Track Togethercited by 516
  5. 2022Point-NeRF: Point-based Neural Radiance Fieldscited by 503
  6. 2022MonoSDF: Exploring Monocular Geometric Cues for Neural Implicit Surface Reconstructioncited by 467
  7. 2023LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPScited by 420
  8. 2021Mega-NeRF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-Throughscited by 396
  9. 2023SplaTAM: Splat, Track & Map 3D Gaussians for Dense RGB-D SLAMcited by 386
  10. 2023Compact 3D Gaussian Representation for Radiance Fieldcited by 365
  11. 2023DrivingGaussian: Composite Gaussian Splatting for Surrounding Dynamic Autonomous Driving Scenescited by 359
  12. 2023Splatter Image: Ultra-Fast Single-View 3D Reconstructioncited by 359
  13. 2023FSGS: Real-Time Few-shot View Synthesis using Gaussian Splattingcited by 278
  14. 2023Triplane Meets Gaussian Splatting: Fast and Generalizable Single-View 3D Reconstruction with Transformerscited by 257
  15. 2023GaussianShader: 3D Gaussian Splatting with Shading Functions for Reflective Surfacescited by 249
  16. 2023BakedSDF: Meshing Neural SDFs for Real-Time View Synthesiscited by 220
  17. 2023GS-IR: 3D Gaussian Splatting for Inverse Renderingcited by 220
  18. 2024Street Gaussians: Modeling Dynamic Urban Scenes with Gaussian Splattingcited by 218
  19. 2024VastGaussian: Vast 3D Gaussians for Large Scene Reconstructioncited by 209
  20. 2023Language Embedded 3D Gaussians for Open-Vocabulary Scene Understandingcited by 205
  21. 2024GaussianPro: 3D Gaussian Splatting with Progressive Propagationcited by 199
  22. 2023COLMAP-Free 3D Gaussian Splattingcited by 193
  23. 2023EAGLES: Efficient Accelerated 3D Gaussians with Lightweight EncodingScited by 191
  24. 2023Tracking Everything Everywhere All at Oncecited by 190
  25. 2022DKM: Dense Kernelized Feature Matching for Geometry Estimationcited by 174
  26. 2023MARS: An Instance-aware, Modular and Realistic Simulator for Autonomous Drivingcited by 170
  27. 2023Point-SLAM: Dense Neural Point Cloud-based SLAMcited by 160
  28. 2023Relightable 3D Gaussians: Realistic Point Cloud Relighting with BRDF Decomposition and Ray Tracingcited by 138
  29. 2023NeuSG: Neural Implicit Surface Reconstruction with 3D Gaussian Splatting Guidancecited by 137
  30. 2023Relightable Gaussian Codec Avatarscited by 126
  31. 2021Capturing, Reconstructing, and Simulating: the UrbanScene3D Datasetcited by 117
  32. 2022Voxurf: Voxel-based Efficient and Accurate Neural Surface Reconstructioncited by 92
  33. 2023GIR: 3D Gaussian Inverse Rendering for Relightable Scene Factorizationcited by 86
  34. 2024Spec-Gaussian: Anisotropic View-Dependent Appearance for 3D Gaussian Splattingcited by 73
  35. 2024GaMeS: Mesh-Based Adapting and Modification of Gaussian Splattingcited by 69
  36. 2024Deblurring 3D Gaussian Splattingcited by 66
  37. 2024AGG: Amortized Generative 3D Gaussians for Single Image to 3Dcited by 51
  38. 2024360-GS: Layout-guided Panoramic Gaussian Splatting For Indoor Roamingcited by 35

50 most cited of 52 All 52 (JSON)

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 6; 2025: 11; 2026: 7.

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  1. 2024Depth Anything V2cited by 1,385
  2. 2024gsplat: An Open-Source Library for Gaussian Splattingcited by 279
  3. 2024Neural Signed Distance Function Inference through Splatting 3D Gaussians Pulled on Zero-Level Setcited by 47
  4. 2024Lighting Every Darkness with 3DGS: Fast Training and Real-Time Rendering for HDR View Synthesiscited by 27
  5. 2025EVolSplat: Efficient Volume-based Gaussian Splatting for Urban View Synthesiscited by 20
  6. 2025GaussianArt: Unified Modeling of Geometry and Motion for Articulated Objectscited by 17
  7. 20253D Gaussian Inverse Rendering with Approximated Global Illuminationcited by 9
  8. 2025GSCodec Studio: A Modular Framework for Gaussian Splat Compressioncited by 9
  9. 2024DGNS: Deformable Gaussian Splatting and Dynamic Neural Surface for Monocular Dynamic 3D Reconstructioncited by 7
  10. 2024GeoBench: Benchmarking and Analyzing Monocular Geometry Estimation Modelscited by 5
  11. 2026From Rays to Projections: Better Inputs for Feed-Forward View Synthesiscited by 5
  12. 2025HoGS: Unified Near and Far Object Reconstruction via Homogeneous Gaussian Splattingcited by 4
12 more
  1. 2025Car-GS: Addressing Reflective and Transparent Surface Challenges in 3D Car Reconstructioncited by 3
  2. 2026EVolSplat4D: Efficient Volume-based Gaussian Splatting for 4D Urban Scene Synthesiscited by 3
  3. 2025Splatwizard: A Benchmark Toolkit for 3D Gaussian Splatting Compressioncited by 2
  4. 2026FreeFix: Boosting 3D Gaussian Splatting via Fine-Tuning-Free Diffusion Modelscited by 2
  5. 2025Hybrid Gaussian Splatting for Novel Urban View Synthesiscited by 1
  6. 2026D-REX: Differentiable Real-to-Sim-to-Real Engine for Learning Dexterous Graspingcited by 1
  7. 2026InverseDraping: Recovering Sewing Patterns from 3D Garment Surfaces via BoxMesh Bridgingcited by 1
  8. 2025Survey on Monocular Metric Depth Estimationcited by 0
  9. 2025BRIDGE -- Building Reinforcement-Learning Depth-to-Image Data Generation Engine for Monocular Depth Estimationcited by 0
  10. 2025ReDepth Anything: Test-Time Depth Refinement via Self-Supervised Re-lightingcited by 0
  11. 2026Thermal is Always Wild: Characterizing and Addressing Challenges in Thermal-Only Novel View Synthesiscited by 0
  12. 2026RAGA: Real Time Ray Traced Gaussian Shadow Casting for 3DGS Avatar-Scene Interactioncited by 0