Methods: Manual axis-aligned, normalized right-side contour; model assumed rotationally symmetric. IoU is integrated from normalized radial profiles, not archaeological surface/volume IoU. Do not treat within-sample fit as independent validation. Uploads are kept in this session; exported JSON stores metadata but not image bytes.