Product QC

Marketplace white-background compliance, frame occupancy, and product-redraw detection for PDP imagery.

Benchmark last measured 1 day ago · pipeline v3.0 · re-measured manually on every model or pipeline change.

Objective metrics

computed

Each figure is computed by a named library against a stated threshold. Hard presets first — their lower numbers are the point, not a thing to hide. An unmeasured cell shows a placeholder, never an invented number.

White-Background Standardizer

oaktree/image-edit · $0.04/image

high pass-rate baseline

The easiest of the shoe presets and our highest pass rate — included as an honest contrast so the harder presets read in context, not as a wall of identical 99%s.

Background compliance

target ≥ 95% PDP pass

93.3% below target

n=99 · 95% CI 91.77–94.88 · BiRefNet_lite (transformers 4.52.4) + numpy 2.4.6 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Color fidelity (ΔE 2000)

target ≤ 2.0 ΔE (imperceptible)

3.79 ΔE below target

n=99 · 95% CI 3.00–4.59 · BiRefNet_lite (transformers 4.52.4) + colour-science 0.4.7 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Frame occupancy

target ≥ 85% of frame (Amazon spec)

84.4% below target

n=99 · 95% CI 83.02–85.90 · BiRefNet_lite (transformers 4.52.4) + numpy 2.4.6 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Silhouette preservation

target ≥ 0.90 shape IoU

0.910 IoU pass

n=99 · 95% CI 0.88–0.95 · BiRefNet_lite (transformers 4.52.4) + numpy 2.4.6 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Perceptual drift (LPIPS)

target threshold pending calibration

0.198

n=99 · 95% CI 0.16–0.23 · piq.LPIPS (mask-aligned crop) 0.8.0 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Auto-QC first-pass rate

target ≥ 85% first pass

46.4% below target

n=99 · 95% CI 36.95–56.24 · pixfino-qc-gate n/a · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Before / after — every render certified

Real benchmark input/output pairs from this vertical. Every render carries its own shareable QC certificate — its actual measured numbers, not an average.

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White-Background Standardizer

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White-Background Standardizer

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White-Background Standardizer

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White-Background Standardizer

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