Author

Michael R. Martin

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Preprint Aug 2026

Fixed-Budget Gaussian Volume Encoding with Structure-Aware Allocation

This work encodes scalar fields as anisotropic Gaussian primitives under a fixed budget that serves every subsequent visualization state - supporting post-hoc transfer-function, colormap, lighting, and viewpoint changes without re-encoding.

Michael R. Martin, J. Insley, Victor A. Mateevitsi et al. · 1 citation

#machine learning Preprint Sep 2026

3D Field Data Reduction with Adaptive Sample-Based Gaussian-Encoded Reconstruction

Across structured, unstructured, and particle data, the sample-based formulation improves reconstruction accuracy with measurably fewer primitives in comparison to prior formulations, achieving up to 4.8 dB higher PSNR with an approximate 44x reduction in primitive count.

Michael R. Martin, J. Insley, Victor A. Mateevitsi et al. · 0 citations