CGLS
This is a CPU implementation of the Conjugate Gradient Least Squares (CGLS) algorithm for 2D data sets. It takes projection data and an initial reconstruction as input, and returns the reconstruction after a specified number of CGLS iterations.
The internal state of the CGLS algorithm is NOT reset between astra_mex_algorithm(‘iterate’) calls. Updating the contents of the projection data and reconstruction data astra_mex_data2d objects between astra_mex_algorithm(‘iterate’) calls will produce undefined behaviour.
Supported geometries: parallel, fanflat, fanflat_vec, matrix.
Configuration options
name |
type |
description |
---|---|---|
cfg.ProjectorId |
required |
The astra_mex_projector ID of the projector. |
cfg.ProjectionDataId |
required |
The astra_mex_data2d ID of the projection data |
cfg.ReconstructionDataId |
required |
The astra_mex_data2d ID of the reconstruction data. The content of this when starting CGLS is used as the initial reconstruction. |
cfg.option.SinogramMaskId |
optional |
If specified, the astra_mex_data2d ID of a projection-data-sized volume to be used as a mask. |
cfg.option.ReconstructionMaskId |
optional |
If specified, the astra_mex_data2d ID of a volume-data-sized volume to be used as a mask. |
Example
%% create phantom
V_exact = phantom(256);
%% create geometries and projector
proj_geom = astra_create_proj_geom('parallel', 1.0, 256, linspace2(0,pi,180));
vol_geom = astra_create_vol_geom(256,256);
proj_id = astra_create_projector('linear', proj_geom, vol_geom);
%% create forward projection
[sinogram_id, sinogram] = astra_create_sino(V_exact, proj_id);
%% reconstruct
recon_id = astra_mex_data2d('create', '-vol', vol_geom, 0);
cfg = astra_struct('CGLS');
cfg.ProjectorId = proj_id;
cfg.ProjectionDataId = sinogram_id;
cfg.ReconstructionDataId = recon_id;
cgls_id = astra_mex_algorithm('create', cfg);
astra_mex_algorithm('iterate', cgls_id, 100);
V = astra_mex_data2d('get', recon_id);
imshow(V, []);
%% garbage disposal
astra_mex_data2d('delete', sinogram_id, recon_id);
astra_mex_projector('delete', proj_id);
astra_mex_algorithm('delete', cgls_id);