Skip to content

Fashion QC

Try-on identity and stance preservation, recolor colour fidelity — the two hardest shoe presets, reported honestly.

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.

Catalog Variant Generator (Recolor)

oaktree/image-edit · $0.04/image

hardest preset

Hardest preset for colour: a recolor must hit a target hue while holding material, stitching and specular highlights. ΔE is the metric that bites here — we report it honestly.

Color fidelity (ΔE 2000)

target ≤ 10 ΔE to target

8.24 ΔE pass

n=48 · 95% CI 6.65–9.85 · colour-science 0.4.7 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Background compliance

target ≥ 95% PDP pass

89.4% below target

n=48 · 95% CI 84.96–93.93 · BiRefNet_lite (transformers 4.52.4) + numpy 2.4.6 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Render sharpness (BRISQUE)

target threshold pending calibration

90.3

n=48 · 95% CI 87.37–93.42 · piq.brisque 0.8.0 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Auto-QC first-pass rate

target ≥ 85% first pass

64.5% below target

n=48 · 95% CI 50.43–76.57 · pixfino-qc-gate n/a · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Virtual Try-On (Footwear)

oaktree/image-edit · $0.04/image

hard preset

On-model shoe try-on is hard: the render must keep the model's identity and foot stance while swapping the shoe. Identity and pose drift are the honest pressure points.

Face preservation

target ≥ 0.99 landmark cosine

0.998 pass

n=49 · 95% CI 0.99–1.00 · mediapipe 0.10.35 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Pose / stance preservation

target ≤ 0.15 stance drift (torso-norm)

0.022 pass

n=49 · 95% CI 0.01–0.03 · mediapipe 0.10.35 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Render sharpness (BRISQUE)

target threshold pending calibration

67.7

n=49 · 95% CI 66.47–68.97 · piq.brisque 0.8.0 · pipeline v3.0 · set shoes-v3 · measured 2026-06-13

Auto-QC first-pass rate

target ≥ 85% first pass

93.8% pass

n=49 · 95% CI 83.47–97.90 · 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.

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Catalog Variant Generator (Recolor)

Catalog Variant Generator (Recolor)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →

Rendered shoe — Virtual Try-On (Footwear)

Virtual Try-On (Footwear)

View QC certificate →