artifact opsinogram → sinogramimport fullseye as fs; fs.ledger.beam_hardening_correct(sinogram, high_energy_fraction=0.5, attenuation_ratio=0.4, poly_coeffs=None, n_table=4096) (実装を直接呼ぶなら import tomography; tomography.beam_hardening_correct(sinogram, high_energy_fraction=0.5, attenuation_ratio=0.4, poly_coeffs=None, n_table=4096)、台帳から引くなら opstomography.get("beam_hardening_correct"))Undo cupping — either the exact model inverse, or a calibrated polynomial.
Two routes, and the difference between them is what you are allowed to claim:
beam_hardening_apply is a monotone
scalar function of the line integral, so it has an exact inverse; this
builds it by interpolating the forward curve on n_table nodes. Round-trip
error on the disc phantom: 1.6e-08 absolute and 8.0e-09 relative to
the peak line integral — the table resolution and nothing else.
This is a simulation tool — it needs the same w and k the
hardening used, which on real data nobody has.p_corr = c1 p + c2 p^2 + ..., the
water-correction of every clinical scanner, whose coefficients come from
scanning a uniform water phantom and fitting for a flat reconstruction.
This is what applies to real data, and it is only as good as the assumption
that everything in the field of view attenuates like water.The honest limitation is the same one every scanner has: the correction is material-specific. A water calibration applied to a slice containing bone or metal over-corrects the dense material and leaves dark bands between dense objects, and nothing in the sinogram says which case you are in.
:param sinogram: (n_angles, n_detectors) hardened line integrals.
:param high_energy_fraction: w used by the forward model.
:param attenuation_ratio: k used by the forward model.
:param poly_coeffs: (c1, c2, ...); when given, the polynomial route is
used and w / k are ignored.
:param n_table: nodes of the inverse table, 64 .. 1048576.
:returns: (n_angles, n_detectors) float64 corrected sinogram.
:raises ValueError: as :func:beam_hardening_apply, plus an empty or
non-finite poly_coeffs.
py -3.11 examples/ct_reconstruction.pysinogram を入力に取れる)backproject_sinogram · filtered_backprojection · sart_reconstruct · beam_hardening_apply · ring_artifact_apply · ring_artifact_remove · metal_trace_interpolate · sinogram_center_of_rotation
artifact)beam_hardening_apply · ring_artifact_apply · ring_artifact_remove · metal_trace_interpolate
Provenance: tomography.py — TOMOGRAPHY operator registry. この per-op ノートは tools/opdocs.py md が自動生成(手編集しない)。
© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.