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fashion

Catalog Variant Generator

Recolor a garment across N color/pattern variants while preserving model and composition.

3
credits
multi format

Configure inputs

Expected result

Sample output — your result varies with your input.

Measured quality

Full QC report →

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

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