mlsanityData to 14 Oct 2026

HDGS: Textured 2D Gaussian Splatting for Enhanced Scene Rendering

arXiv 2412.01823 ↗First posted 2 Dec 2024cs.CV cs.GRcited by 16

Not on the map. Why?

Abstract (arXiv)

Recent advancements in neural rendering, particularly 2D Gaussian Splatting (2DGS), have shown promising results for jointly reconstructing fine appearance and geometry by leveraging 2D Gaussian surfels. However, current methods face significant challenges when rendering at arbitrary viewpoints, such as anti-aliasing for down-sampled rendering, and texture detail preservation for high-resolution rendering. We proposed a novel method to align the 2D surfels with texture maps and augment it with per-ray depth sorting and fisher-based pruning for rendering consistency and efficiency. With correct order, per-surfel texture maps significantly improve the capabilities to capture fine details. Additionally, to render high-fidelity details in varying viewpoints, we designed a frustum-based sampling method to mitigate the aliasing artifacts. Experimental results on benchmarks and our custom texture-rich dataset demonstrate that our method surpasses existing techniques, particularly in detail preservation and anti-aliasing.

Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). Builds on 31 of its 44 references that are in the map. First posted on arXiv 2 Dec 2024.

Builds on

31 of 44 references.

References · 31

  1. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
  2. 2022Instant Neural Graphics Primitives with a Multiresolution Hash Encodingcited by 3,723
  3. 2020Implicit Neural Representations with Periodic Activation Functionscited by 2,238
  4. 2020Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domainscited by 2,200
  5. 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 2,032
  6. 2021Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fieldscited by 1,964
  7. 2022TensoRF: Tensorial Radiance Fieldscited by 1,280
  8. 20242D Gaussian Splatting for Geometrically Accurate Radiance Fieldscited by 1,076
  9. 2021Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstructioncited by 964
  10. 2020Neural Sparse Voxel Fieldscited by 959
  11. 2023Zip-NeRF: Anti-Aliased Grid-Based Neural Radiance Fieldscited by 671
  12. 2023Mip-Splatting: Alias-free 3D Gaussian Splattingcited by 667
19 more
  1. 2023Neuralangelo: High-Fidelity Neural Surface Reconstructioncited by 467
  2. 2023LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPScited by 436
  3. 2024PGSR: Planar-based Gaussian Splatting for Efficient and High-Fidelity Surface Reconstructioncited by 285
  4. 2021Mixture of Volumetric Primitives for Efficient Neural Renderingcited by 277
  5. 2023GaussianShader: 3D Gaussian Splatting with Shading Functions for Reflective Surfacescited by 252
  6. 2023Tri-MipRF: Tri-Mip Representation for Efficient Anti-Aliasing Neural Radiance Fieldscited by 143
  7. 2022NeuMesh: Learning Disentangled Neural Mesh-based Implicit Field for Geometry and Texture Editingcited by 142
  8. 2023Multi-Scale 3D Gaussian Splatting for Anti-Aliased Renderingcited by 138
  9. 2023Drivable 3D Gaussian Avatarscited by 120
  10. 2024StopThePop: Sorted Gaussian Splatting for View-Consistent Real-time Renderingcited by 111
  11. 2024PUP 3D-GS: Principled Uncertainty Pruning for 3D Gaussian Splattingcited by 95
  12. 2023GIR: 3D Gaussian Inverse Rendering for Relightable Scene Factorizationcited by 87
  13. 2023FisherRF: Active View Selection and Uncertainty Quantification for Radiance Fields using Fisher Informationcited by 64
  14. 2024Texture-GS: Disentangling the Geometry and Texture for 3D Gaussian Splatting Editingcited by 47
  15. 2024SA-GS: Scale-Adaptive Gaussian Splatting for Training-Free Anti-Aliasingcited by 41
  16. 2024GStex: Per-Primitive Texturing of 2D Gaussian Splatting for Decoupled Appearance and Geometry Modelingcited by 30
  17. 2024Sort-free Gaussian Splatting via Weighted Sum Renderingcited by 29
  18. 2024Rip-NeRF: Anti-aliasing Radiance Fields with Ripmap-Encoded Platonic Solidscited by 23
  19. 2024Mipmap-GS: Let Gaussians Deform with Scale-specific Mipmap for Anti-aliasing Renderingcited by 9

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 10; 2026: 6.

16 papers.

Sort:

  1. 2025TexGS-VolVis: Expressive Scene Editing for Volume Visualization via Textured Gaussian Splattingcited by 9
  2. 2025Digital Twin Generation from Visual Data: A Surveycited by 7
  3. 2025TextureSplat: Per-Primitive Texture Mapping for Reflective Gaussian Splattingcited by 3
  4. 2025STRinGS: Selective Text Refinement in Gaussian Splattingcited by 2
  5. 2025Fast 2DGS: Efficient Image Representation with Deep Gaussian Priorcited by 2
  6. 2026Depth Peeling for High-Fidelity Gaussian-Enhanced Surfel Renderingcited by 2
  7. 2025Neural Texture Splatting: Expressive 3D Gaussian Splatting for View Synthesis, Geometry, and Dynamic Reconstructioncited by 1
  8. 2025FACT-GS: Frequency-Aligned Complexity-Aware Texture Reparameterization for 2D Gaussian Splattingcited by 1
  9. 2025Frequency-Decomposed Avatar Representation for Varying Camera Distancescited by 1
  10. 2025GTAvatar: Bridging Gaussian Splatting and Texture Mapping for Relightable and Editable Gaussian Avatarscited by 1
  11. 2026A2TG: Adaptive Anisotropic Textured Gaussians for Efficient 3D Scene Representationcited by 1
  12. 2026NBAvatar: Neural Billboards Avatars with Realistic Hand-Face Interactioncited by 1
4 more
  1. 2026Hybrid Latents: Geometry-Appearance-Aware Surfel Splattingcited by 1
  2. 2025Mesh-Learner: Texturing Mesh with Spherical Harmonicscited by 0
  3. 2026Less Gaussians, Texture More: 4K Feed-Forward Textured Splattingcited by 0
  4. 2026PointGT: Simultaneous Geometry and Texture Editing for Point-Based Representationscited by 0