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Computer VisionEnglishPublished

Hexagonal Primitives, or “Hexels,” Offer Sharper, Faster 3D Rendering with Less Memory

October 29, 2026arXiv: 2610.37668v1

Researchers have created a new kind of building block for 3D graphics called Hexels. Hexels are flat, hexagon‑shaped patches that carry a simple color map that changes linearly across the surface. The design lets a single Hexel cover a large, gently curved area of a scene, reducing the number of pieces needed for a complete model.

In tests on 34 different scenes, Hexels let makers produce images 4.5 to 7.4 dB better in peak‑signal‑to‑noise (PSNR) than a comparable method that uses rectangular patches (2DGS) while using less GPU memory for training. The improvement comes from Hexels’ efficient shape and the extra color detail inside each patch.

When benchmarked on each individual primitive, Hexels beat 2DGS by up to 4.7 dB. The computation also ran 2.3 times faster per frame and required less video‑RAM.

For surface reconstruction, Hexels lowered the error rate by 28.9 % relative to memory‑matched 2DGS across 15 official DTU scans. On the Tanks and Temples dataset, Hexels achieved the highest mean F1 score (34.38 % versus 31.72 % for 2DGS). Additionally, when used as a general surface representation, Hexels surpassed Image‑GS in image quality and moved the trade‑off frontier between visual quality and computational efficiency for surface‑aligned primitives.

These results show that a simple hexagonal geometry combined with a first‑order color field can make 3D rendering more efficient.

FactIDs: f1, f2, f3, f4, f5, f6, f7, f8

Source paper

Honeycomb-Surfels: Compact Hexagonal Primitives for Efficient Scene Rendering and Reconstruction

Computer VisionArtificial Intelligencecs.GRMachine Learning
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Hexagonal Primitives, or “Hexels,” Offer Sharper, Faster 3D Rendering with Less Memory | arXiv News