Two-Pass Judge

ShopOS · autofix harness

The judge scores a set, in two passes

pass B · fidelitypass A · consistencyfinding
Fidelity questions are answered by the inputs; consistency questions are relative to the set. Both passes run in parallel against one fetch of the images.

Pass A · consistency · outputs vs each other

  1. Same individual model_identity
  2. Same garment, same paired garment garment_consistency paired_garment_consistency
  3. Same accessories, hair & makeup accessory_consistency styling_consistency
  4. Same background & lighting background_consistency color_grading_consistency
  5. No duplicated shots pose_duplication single_photograph

Pass B · fidelity · each output vs the inputs

  1. Silhouette garment_match paired_garment_match
  2. Hem & sleeve length by body landmark garment_length
  3. Colour, print & pattern color_accuracy print_pattern_match
  4. Logo & text, construction details by count logo_fidelity construction_details
  5. Nothing invented extra_elements render_artifacts