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CTF: pipeline integration

Pierre Paleo requested to merge ctf_in_pipeline into master

About

This PR aims at integrating CTF phase retrieval in the full-field pipeline.

To do

  • Move generic code from ctf.py (ex. correct_spikes, recut)
  • Correct docstrings (typos, etc)
  • CtfFilter: add a method for doing the following steps: pad_interpolate, [norm by mean], CTF filter, "recut"
  • Create a dedicated class involving flat distorsion correction (ex. for ID16a)
  • Integrate in process config
  • Integrate in FullRadiosPipeline
  • Integrate in FullRadiosReconstructor
  • End-to-end reconstruction test

Notes

The "ID16a CTF" consists in the following steps:

  • dark subtraction
  • estimate flat distorsion (flat - dark !)
  • apply distorsion (interpn)
  • median filter ("spikes correction")
  • pad_interpolate
  • retrieve phase
  • "recut"

The "plain CTF" consists in the following steps:

  • normal flat-field normalization
  • spikes correction
  • pad_interpolate
  • normalization by mean (padded_im /= padded_im.mean())
  • retrieve phase
  • "recut"
Edited by Pierre Paleo

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