mlsanityData to 14 Oct 2026

3dgs-sc: a controlled static screen-content benchmark for 3d gaussian splatting

arXiv 2609.31756 ↗First posted 23 Sep 2026cs.CVcited by 0

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Abstract (arXiv)

Does high image fidelity imply readable screen content in 3D Gaussian Splatting (3DGS)? We introduce 3DGS-SC, a controlled static screen-content dataset and benchmark for examining this mismatch. Ten procedural scenes provide fixed multi-view splits, exact cameras, screen masks, text boxes, and transcripts. The protocol separates whole-image fidelity, screen-region fidelity, OCR readability, and edge preservation. In the reported five-method comparison, LightGaussian exceeds Mip-Splatting in screen PSNR by only 0.08 dB, yet trails it in OCR accuracy by 12.7 percentage points. Across all ten method pairs, screen-PSNR and OCR orderings disagree in seven cases. These aggregate results expose a method-selection failure of fidelity-only evaluation. Complementing prior text-aware 3DGS research, 3DGS-SC targets controlled monitor interfaces and exact annotations; scene-wise robustness and acquisition effects remain open validation questions.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 13 of its 23 references that are in the map. First posted on arXiv 23 Sep 2026.

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References · 13

  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. 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 2,032
  4. 2021Plenoxels: Radiance Fields without Neural Networkscited by 1,613
  5. 2023ScanNet++: A High-Fidelity Dataset of 3D Indoor Scenescited by 764
  6. 2023Scaffold-GS: Structured 3D Gaussians for View-Adaptive Renderingcited by 695
  7. 2023Mip-Splatting: Alias-free 3D Gaussian Splattingcited by 667
  8. 2023DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D Visioncited by 537
  9. 2023LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPScited by 436
  10. 2024AbsGS: Recovering Fine Details for 3D Gaussian Splattingcited by 82
  11. 2024MegaScenes: Scene-Level View Synthesis at Scalecited by 58
  12. 2020Full Reference Screen Content Image Quality Assessment by Fusing Multi-level Structure Similaritycited by 5
1 more
  1. 2025STRinGS: Selective Text Refinement in Gaussian Splattingcited by 2

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