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3DGS

3 articles · Page 1 of 1
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Jul 31, 2026 · Artificial Intelligence

Why 3DGS Reconstructions Fail and How a Practical QA Pipeline Fixes Them

3D Gaussian Splatting (3DGS) lacks standard benchmarks and relies on subjective visual checks, making quality assurance difficult; this article details a comprehensive, automated QA framework that evaluates input via COLMAP scores, quantifies training results with PSNR/SSIM/LPIPS, conducts subjective visual inspections, and integrates both stages into a regression pipeline to ensure reliable, scalable reconstructions.

3DGSComputer VisionNeural Rendering
0 likes · 13 min read
Why 3DGS Reconstructions Fail and How a Practical QA Pipeline Fixes Them
Machine Heart
Machine Heart
May 21, 2026 · Artificial Intelligence

How GaussianPile Enables 3DGS to Reconstruct Internal Structures from Slice‑Based Volumetric Images

GaussianPile extends 3D Gaussian Splatting to slice‑based volumetric data by embedding finite slice thickness and focus depth into the rendering pipeline, achieving up to 20‑26× compression, 8‑minute training, and superior 2D/3D PSNR/SSIM compared with HEVC, INR/NeRF and standard 3DGS on medical imaging datasets.

3DGSGaussianPileNeural Rendering
0 likes · 11 min read
How GaussianPile Enables 3DGS to Reconstruct Internal Structures from Slice‑Based Volumetric Images