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prana/combined_partID.m
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function [p_matrix,peaks,num_p]=combined_partID(im,v) | |
% | |
%This function uses a combination of the 'blob' and 'dynamic threshold | |
%segmentation' algorithms in an attempt to reduce the computational cost of | |
%the dynamic while still retaining its ability to accuartely segment | |
%overlaped particles. Special care must be taken in the intital | |
%thresholding of the image to partially segment the blobs without removing | |
%too many of the low intensity particle images | |
% | |
%(beta) N.Cardwell - 10.28.2009 | |
% This file is part of prana, an open-source GUI-driven program for | |
% calculating velocity fields using PIV or PTV. | |
% Copyright (C) 2012 Virginia Polytechnic Institute and State | |
% University | |
% | |
% prana is free software: you can redistribute it and/or modify | |
% it under the terms of the GNU General Public License as published by | |
% the Free Software Foundation, either version 3 of the License, or | |
% (at your option) any later version. | |
% | |
% This program is distributed in the hope that it will be useful, | |
% but WITHOUT ANY WARRANTY; without even the implied warranty of | |
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | |
% GNU General Public License for more details. | |
% | |
% You should have received a copy of the GNU General Public License | |
% along with this program. If not, see <http://www.gnu.org/licenses/>. | |
%call the mapparticles subfunction ('blob' particle ID analysis) | |
[p_matrix,peaks,num_p]=mapparticles_v3(im,v); | |
%preallocate arrays | |
p_matrix_new=zeros(size(p_matrix)); num_p_new=0; peaks_new=zeros(size(p_matrix)); | |
%main program loop - to segment or not to segment, that is the question! | |
for i=1:num_p | |
blob_i=double(p_matrix==i); | |
%use 'regionprops to det. the extent of blob_i and segment the blob out | |
STATS = regionprops(blob_i,'BoundingBox'); | |
B_Box=ceil(STATS.BoundingBox); | |
if B_Box(3)==1; width=0; else width=B_Box(3)-1; end | |
if B_Box(4)==1; height=0; else height=B_Box(4)-1; end | |
part_i=im( B_Box(2):B_Box(2)+height , B_Box(1):B_Box(1)+width ); | |
part_i(part_i<v)=0; | |
%determine if blob_i has multiple peaks, if so then pass it to the | |
%dynamic function for additional segmentation, otherwise keep the | |
%particle and move on | |
BW_max=imregionalmax(part_i); | |
if nnz(BW_max)~=1 | |
%crop out the blob and segment it | |
im_crop=im(B_Box(2):B_Box(2)+height , B_Box(1):B_Box(1)+width); | |
[p_matrix_crop,peaks_crop,num_p_crop]=dynamic_threshold_segmentation_v3(im_crop,0,0); | |
%reset the 'particle number' of the segmented blod so it can be | |
%directly inserted into the 'new' parameters | |
for j=1:num_p_crop | |
num_p_new=num_p_new+1; | |
peaks_crop(peaks_crop==j) = num_p_new; | |
p_matrix_crop(p_matrix_crop==j) = num_p_new; | |
end | |
%insert the segmented/cropped particle into the 'new' parameters | |
peaks_new( B_Box(2):B_Box(2)+height ,... | |
B_Box(1):B_Box(1)+width ) = peaks_crop; | |
p_matrix_new( B_Box(2):B_Box(2)+height ,... | |
B_Box(1):B_Box(1)+width ) = p_matrix_crop; | |
else | |
%assign the particle to the 'new' parameters | |
num_p_new=num_p_new+1; | |
[r_peak,c_peak]=find(BW_max==1); | |
peaks_new(B_Box(2)+(r_peak-1) , B_Box(1)+(c_peak-1)) = num_p_new; | |
p_matrix_new(B_Box(2):B_Box(2)+height , B_Box(1):B_Box(1)+width) = num_p_new; | |
end | |
end | |
%reassign output variables | |
num_p=num_p_new; | |
peaks=peaks_new; | |
p_matrix=p_matrix_new; | |
end |