MiaSt

Our portrait form needs a basic consistency check before we discuss its face shape categories. The first question is whether changing the crop alters the label without changing the face itself. My starting set would contain one portrait used with permission and a note of its original size. I would vary the border area while keeping the actual facial geometry unchanged in every copy. I am considering <a href=https://faceshapecalculator.top>face shape detector</a> as a reference while drafting the questions. The plan is still on paper, with no measured outcomes or confirmed behavior behind it. For each copy, I could note its border dimensions, category and any confidence information provided. Which observations would help distinguish a crop sensitivity issue from an unclear face boundary? My priority is a clear account of changed outputs, with room for genuinely uncertain classifications.