Food & Beverage QC
Render sharpness and perceived quality for menu and delivery-app imagery. Benchmark set not yet measured.
Benchmark last measured 1 day ago · pipeline v3.0 · re-measured manually on every model or pipeline change.
Objective metrics
computedEach 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.
Menu Hero Shot
oaktree/image-edit · $0.04/image
No food benchmark set exists yet — every figure below is an honest placeholder until the food vertical gets its own measured run.
Render sharpness (BRISQUE)
target threshold pending calibration
Perceived quality (CLIP-IQA)
target threshold pending calibration
Auto-QC first-pass rate
target ≥ 85% first pass
No benchmark renders exist for this vertical yet. The scorecards above stay as placeholders until a measured run lands — we don't publish numbers we haven't measured.