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Our portrait form needs a basic consistency check before we discuss its face shape categories. A tighter image border should be recorded separately from a different camera angle or facial pose. My starting set would contain one portrait used with permission and a note of its original size. Each copy would retain the same facial pixels while adding or removing empty space around them. I am considering face shape detector as a reference while drafting the questions. The plan is still on paper, with no measured outcomes or confirmed behavior behind it. A useful record would include the crop, the returned category and any stated uncertainty. Which observations would help distinguish a crop sensitivity issue from an unclear face boundary? The acceptance rule should acknowledge ambiguity while still making unexplained changes easy to investigate.