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Journal of Imaging· 2026Q2

Procedural Fractals as Multi-Scale Targets for Evaluating Rasterization Fidelity

Nikolina Stanić Loknar, Tajana Koren Ivančević, Ana Agić Cmrk

Short summary

Procedural fractals rasterized at increasing resolutions (150-1200 DPI) show that high structural similarity (QMS > 0.96) is achieved by 150 DPI, while geometric (ΔD) and spectral (Δβ) deviations decrease significantly with higher resolutions (p < 0.001).

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Key points

  • Procedural fractals were rasterized at 150, 300, 600, and 1200 DPI to assess rasterization fidelity.
  • Increasing resolution significantly reduced fractal-dimension deviation (ΔD) and power spectral density slope deviation (Δβ) (p < 0.001).
  • High structural similarity (QMS) was observed even at low resolutions (0.9667 ± 0.0188 at 150 DPI), increasing to 0.9931 ± 0.0058 by 600 DPI (p < 0.001).
  • Most fractals (12/15 for ΔD, 14/15 for Δβ) showed expected monotonic trends with increasing resolution.

AI-generated from the title and abstract; the full text is not read.

Abstract

Procedural fractals provide reproducible multi-scale structures that can serve as controlled targets for evaluating resolution-dependent changes introduced during rasterization. This study investigated the effects of rasterization resolution on geometric, spectral, high-frequency, and structural image properties using fifteen procedurally generated PostScript fractals rasterized at 150, 300, 600, and 1200 DPI, with 1200 DPI used as an operational high-resolution reference. Rasterization fidelity was quantified using fractal-dimension deviation (ΔD), power spectral density slope deviation (Δβ), high-frequency energy ratio (EHF), and multi-scale averaged structural similarity (QMS). Increasing resolution significantly reduced ΔD and Δβ (p < 0.001), while EHF decreased systematically across all four resolutions (p < 0.001). QMS was already high at 150 DPI (0.9667 ± 0.0188) and increased to 0.9931 ± 0.0058 at 600 DPI (p < 0.001). Expected monotonic trajectories were observed for 12/15 fractals for ΔD, 14/15 for Δβ, and 15/15 for both EHF and QMS. These findings show that high structural similarity can coexist with measurable resolution-dependent differences in scale-sensitive geometric and spectral properties, supporting procedural fractals as reproducible candidate multi-scale targets for evaluating rasterization fidelity.

The authors' abstract, as published at the source. Journal of Imaging, 2026 · DOI ↗

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Field: Computer Graphics and Computer-Aided Design

Computer Graphics and Computer-Aided DesignComputer Science