White-Background Standardizer
Place a product on pure white seamless for Amazon/Shopify PDP compliance.
Configure inputs
Single — run White-Background Standardizer on one image. Batch — upload up to 25 images and run White-Background Standardizer on all of them at once. The settings below apply to every image, and the results are gathered into one collection. 3 credits per image; failed images are refunded.
Expected result
Sample output — your result varies with your input.
Results ·
Measured quality
Full QC report →White-Background Standardizer
oaktree/image-edit · $0.04/image
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
Color fidelity (ΔE 2000)
target ≤ 2.0 ΔE (imperceptible)
Frame occupancy
target ≥ 85% of frame (Amazon spec)
Silhouette preservation
target ≥ 0.90 shape IoU
Perceptual drift (LPIPS)
target threshold pending calibration
Auto-QC first-pass rate
target ≥ 85% first pass
