Files
fold_slice/tomo/+regularization/local_TV_zsplit.m
T
2026-08-07 15:56:42 +09:00

76 lines
3.8 KiB
Matlab
Raw Blame History

This file contains invisible Unicode characters
This file contains invisible Unicode characters that are indistinguishable to humans but may be processed differently by a computer. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
% Vol = local_TV_zsplit(Vol, lambda, eps, Niter, use_chambolle)
% FUNCTION
% - split volume on smaller blocks for processing by local total variation
% - splitting is done automatically in order to fit to GPU memory
% Inputs:
% Vol - refined volume
% lambda - refinement step (tunning constant)
% eps - regularization term (tunning constant)
% Niter - number of iterations
% use_chambolle - if true use Chambolle method, if false use simple gradient descent solver
% Recompile:
% mexcuda -output +regularization/private/local_TV_mex +regularization/private/TV_cuda_texture.cu +regularization/private/local_TV_mex.cpp
%*-----------------------------------------------------------------------*
%|                                                                       |
%|  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 Vol = local_TV_zsplit(Vol, lambda, eps, Niter, use_chambolle)
keep_on_gpu = isa(Vol, 'gpuArray');
gpu = gpuDevice;
Nlayers = size(Vol,3);
Nblocks = ceil(numel(Vol)*4 / 1024e6);
% empirically tested condition
Nblocks = max(Nblocks, ceil((numel(Vol)*4*14) / gpu.AvailableMemory));
Nlayers_on_GPU = ceil(Nlayers/Nblocks);
Nblocks = ceil(Nlayers/Nlayers_on_GPU);
if Nblocks > 1
for i = 1:Nblocks
utils.progressbar(i, ceil(Nlayers/Nlayers_on_GPU))
ind = (1+(i-1)*Nlayers_on_GPU):min(i*Nlayers_on_GPU, Nlayers);
Vol_tmp = gpuArray(Vol(:,:,ind));
Vol_tmp = local_TV_mex(Vol_tmp,lambda,eps, Niter, use_chambolle);
if ~keep_on_gpu; Vol_tmp = gather(Vol_tmp);end
Vol(:,:,ind) = Vol_tmp;
end
else
Vol = local_TV_mex(Vol,lambda,eps, Niter, use_chambolle);
if ~keep_on_gpu; Vol = gather(Vol);end
end
end