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% simple and fast phase ramp/offset removal from already unwrapped sinogram
% Assume the sample to contain air on both horizontal sides in stripes:
% 1:air_gap(1) and end-air_gap(2):end
%
% sinogram = remove_sinogram_ramp(sinogram,air_gap,polyfit_order )
%
% using linear interpolation between air on both sides
% Inputs:
% **sinogram - unwrapped projections
% **air_gap = [2x1] vector with number of pixels on both sides where can
% be assumed to be air
% **polyfit_order:-1 = dont assume anything about the removed phase,
% subtract linear offset from each horizontal line separately
% 0 = assume that removed degree of freedom is only a constant offset
% 1 = assume that removed degree of freedom is a 2D plane
% Outputs:
% ++unwrapped phase after the ramp removal
%*-----------------------------------------------------------------------*
%|                                                                       |
%|  Except where otherwise noted, this work is licensed under a          |
%|  Creative Commons Attribution-NonCommercial-ShareAlike 4.0            |
%|  International (CC BY-NC-SA 4.0) license.                             |
%|                                                                       |
%|  Copyright (c) 2017 by Paul Scherrer Institute (http://www.psi.ch)    |
%|                                                                       |
%|      Author: CXS group, PSI  |
%*-----------------------------------------------------------------------*
% You may use this code with the following provisions:
%
% If the code is fully or partially redistributed, or rewritten in another
% computing language this notice should be included in the redistribution.
%
% If this code, or subfunctions or parts of it, is used for research in a
% publication or if it is fully or partially rewritten for another
% computing language the authors and institution should be acknowledged
% in written form in the publication: Data processing was carried out
% using the cSAXS matlab package developed by the CXS group,
% Paul Scherrer Institut, Switzerland.
% Variations on the latter text can be incorporated upon discussion with
% the CXS group if needed to more specifically reflect the use of the package
% for the published work.
%
% A publication that focuses on describing features, or parameters, that
% are already existing in the code should be first discussed with the
% authors.
%
% This code and subroutines are part of a continuous development, they
% are provided as they are without guarantees or liability on part
% of PSI or the authors. It is the user responsibility to ensure its
% proper use and the correctness of the results.
function sinogram = remove_sinogram_ramp(sinogram,air_gap, polyfit_order)
if nargin < 3
polyfit_order = -1;
end
air_gap = ceil(air_gap);
[Nlayers,width_sinogram,~] = size(sinogram);
ax = 1:width_sinogram;
mask{1} = ax <= air_gap(1);
mask{2} = ax >= width_sinogram-air_gap(min(end,2));
%%%%%%%% get average sinogram to be subtracted
for ii = 1:2
% get average values in the air_gap
air_values{ii} = sum( bsxfun(@times,sinogram,mask{ii}),2)/sum(mask{ii});
if polyfit_order == 0
%% find phase offset value
air_values{ii} = mean(air_values{ii});
elseif polyfit_order == 1
%% find 2D plane that fits the air region
ramp = linspace(-1,1,Nlayers)';
weight = 1;
% iterativelly refine the ideal plane estiamte to ignore
% imperfect estimations of the air_gap paramter
for jj = 1:10
% fit it with a linear plane, use for 2d unwrapping
plane_fit = mean(weight .*air_values{ii}) ./ mean(weight) +mean(weight.*air_values{ii} .* ramp)./ mean(weight.*ramp.^2) .*ramp;
deviation = 5*mad(air_values{ii}(:) - plane_fit(:),0);
% avoid outliers by adaptive weighting
weight = 1./(1+(abs(air_values{ii}-plane_fit)./deviation).^2 );
end
air_values{ii} = plane_fit;
end
end
% get a plane in between left and right side passing through
% air_values{1} and air_values{2}
ramp = permute(interp1([0,width_sinogram]', permute([air_values{:}],[2,1,3]), 1:width_sinogram), [2,1,3]);
%%%%%%%% remove ramp & sinogram offset
sinogram = sinogram - ramp;
end