freeform op• Data kinds: image2d × image2d × image2d × bspline_surface → measurement
• Call: import bspline_surf; bspline_surf.surface_residual(x, y, z, tck) (or ops3d.get("surface_residual"))
Return the residual statistics between scattered data and a surface tck (the form error = the deviation from the fit).
• Sample-data catalog (download URLs / licences) — 2-D uses skimage.data (BSD/public domain) plus synthetic images; 3-D lists download URLs for real data sources (Stanford, PDS, …).
• Operator provenance and references — the sources of the research/methods this op family came from.
• bspline_freeform — py -3.11 examples_3d/bspline_freeform.py
measurement as input)vol_gaussian_psf · fuse_to_voxel · fresnel_reflectance · snell_angle
freeform)fit_bspline_surface · eval_bspline_surface · fit_bspline_curve · eval_bspline_curve
*Provenance: bspline_surf.py — 3D operator registry. This per-op note is generated by tools/opdocs.py md (do not hand-edit).*
© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.