flexus / data /bmode_image_plot.m
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%% MATLAB Script for displaying 2D and 3D plots of reconstructed B-Mode data in
% files named "*3d_recon.mat"
% See "multiframe_bmode_plot.m" for displaying real-time B-Mode data in files
% named "*rt_recon.mat"
% See "image_recon_3d.m" and "image_recon_rt.m" for reconstructing B-Mode data from
% raw RF data in files names "*_raw.zip"
clear;
% clc;
% close;
%% Image params
log_compression = true;
dB_range = 30;
orthogonal = false;
slice_dir = 'yz';
video_out = false;
%% Load saved B-Mode complex data for plotting in MATLAB/
% exporting into image data for Origin
%Data file path
filepath = './datasets_neck/';
%File name
filename = 'neck_yz_3d_recon';
%Load Complex data
bmode_data_struct = load(strcat(filepath, filename, '.mat'));
%Check how many fields in struct for 2-D/3-D
num_dim = length(fieldnames(bmode_data_struct))-1;
%Assign variables
bmode_data = bmode_data_struct.bmode_data;
zI = bmode_data_struct.zI;
if (num_dim==2 & slice_dir=='xz')
xI = bmode_data_struct.xI;
elseif (num_dim==2 && slice_dir=='yz')
xI = bmode_data_struct.yI;
elseif(num_dim == 3)
xI = bmode_data_struct.xI;
yI = bmode_data_struct.yI;
grid_res = size(bmode_data, 1);
grid_res_orth = size(bmode_data, 3);
end
%% Imaging
if(num_dim == 2)
%% Plot 2-D images
bmode_data = abs(bmode_data);
if(log_compression)
%Log compression
b_mode_temp = 20*log10(bmode_data/max(max(bmode_data)));
b_mode = (b_mode_temp+dB_range).*(b_mode_temp>-dB_range);
b_mode = uint8(255*b_mode/dB_range);
%Plot Image
figure();
if(slice_dir == "xz")
hP = pcolor(xI*1e2,zI*1e2,b_mode);
elseif(slice_dir == "yz")
hP = pcolor(yI*1e2,zI*1e2,b_mode);
end
set(gca, 'XAxisLocation', 'bottom', 'XTickMode', 'auto');
shading interp, axis ij tight
c = colorbar;
clim([0 255]);
c.YTick = [0 255];
c.YTickLabel = {'0 dB',strcat(num2str(dB_range), ' dB')};
ylabel('[cm]')
xlabel('[cm]')
set(gca,'XColor','none','box','off')
colormap hot
% title(test_name, 'Interpreter', 'none');
% view(2)
% hP.DataTipTemplate.DataTipRows(3).Value = 'CData';
else
%Normalization
b_mode_temp = bmode_data/max(max(bmode_data));
%Plot Image
figure();
if(slice_dir == "xz")
hP = pcolor(xI*1e2,zI*1e2,b_mode_temp);
elseif(slice_dir == "yz")
hP = pcolor(yI*1e2,zI*1e2,b_mode_temp);
end
shading interp, axis equal ij tight
c = colorbar;
xlabel('[cm]')
clim([0 1]);
c.YTick = [0 1];
c.YTickLabel = {'0','1'};
ylabel('[cm]')
set(gca,'XColor','none','box','off')
colormap hot
% title(test_name, 'Interpreter', 'none');
% view(2)
% hP.DataTipTemplate.DataTipRows(3).Value = 'CData';
end
elseif(num_dim == 3)
%% Plot 3-D images
%Magnitude of complex number
bmode_data = abs(bmode_data);
if(log_compression)
%Log compression
b_mode_temp = 20*log10(bmode_data/max(bmode_data,[],'all'));
b_mode = (b_mode_temp+dB_range).*(b_mode_temp>-dB_range);
b_mode = uint8(255*b_mode/dB_range);
%Plot real-tim image
figure();
if(~orthogonal)
% for i=1:grid_res_orth
for i=27
% b_mode_temp = 20*log10(bmode_data(:, :, i)/max(bmode_data(:, :, i), [],'all'));
% b_mode(:, :, i) = (b_mode_temp+dB_range).*(b_mode_temp>-dB_range);
% b_mode(:, :, i) = uint8(255*b_mode(:, :, i)/dB_range);
% figure();
if(strcmp(slice_dir,'xz'))
hP = pcolor(xI(:,:,i)*1e2,zI(:,:,i)*1e2,b_mode(:,:,i));
elseif(strcmp(slice_dir,'yz'))
hP = pcolor(yI(:,:,i)*1e2,zI(:,:,i)*1e2,b_mode(:,:,i));
end
shading interp, axis equal ij tight
c = colorbar;
clim([0 255]);
c.YTick = [0 255];
c.YTickLabel = {'0 dB', strcat(num2str(dB_range),' dB')};
% c.YTickLabel = {'0 dB', strcat(num2str(dB_range),' dB')};
ylabel('Z (depth) [cm]')
yticks(1:1:4)
xticks(-2:1:2)
% ylim([0 4])
if(strcmp(slice_dir,'xz'))
xlabel('X [cm]')
elseif(strcmp(slice_dir,'yz'))
xlabel('Y [cm]')
end
% set(gca,'XColor','none','box','off')
colormap hot
if(strcmp(slice_dir,'xz'))
% title(strcat('Y =', {' '}, num2str(round(100*yI(64, 64, i), 2)), ' cm'), 'Interpreter', 'none');
title(strcat('Slice #', num2str(i)));
else
title(strcat('X =', {' '}, num2str(round(100*xI(64, 64, i), 2)), ' cm'), 'Interpreter', 'none');
% title('Center Slice – YZ');
end
drawnow limitrate;
F = getframe(gcf) ;
img{i} = frame2im(F);
end
else
for i=1:grid_res
% for i = 51
% b_mode_temp = 20*log10(bmode_data(i, :, :)/max(bmode_data(i, :, :), [],'all'));
% b_mode(i, :, :) = (b_mode_temp+dB_range).*(b_mode_temp>-dB_range);
% b_mode(i, :, :) = uint8(255*b_mode(i, :, :)/dB_range);
if(strcmp(slice_dir,'xz') && orthogonal)
hP = pcolor(squeeze(yI(i,:,:))*1e2,squeeze(zI(i,:,:))*1e2,squeeze(b_mode(i,:,:)));
% hP = pcolor(squeeze(b_mode(i,:,:)));
elseif(strcmp(slice_dir,'yz') && orthogonal)
hP = pcolor(squeeze(xI(i,:,:))*1e2,squeeze(zI(i,:,:))*1e2,squeeze(b_mode(i,:,:)));
end
shading interp, axis equal ij tight
c = colorbar;
clim([0 255]);
c.YTick = [0 255];
c.YTickLabel = {'0 dB', strcat(num2str(dB_range),' dB')};
ylabel('Z (depth) [cm]')
yticks([1 2 3 4])
if(strcmp(slice_dir,'xz'))
xlabel('Y [cm]')
elseif(strcmp(slice_dir,'yz'))
xlabel('X [cm]')
end
% set(gca,'XColor','none','box','off')
colormap hot
if(strcmp(slice_dir,'xz'))
% title('Center Slice – YZ')
% title(strcat('X =', {' '}, num2str(round(100*xI(i, 64, 26), 2)), ' cm'), 'Interpreter', 'none');
else
% title('YZ – Orthogonal Reconstruction at Center')
title(strcat('Y =', {' '}, num2str(round(100*yI(i, 64, 26), 2)), ' cm'), 'Interpreter', 'none');
end
drawnow limitrate;
F = getframe(gcf) ;
img{i} = frame2im(F);
end
end
else
%Normalization
b_mode = bmode_data/max(bmode_data,[],'all');
%Plot real-tim image
figure();
if(~orthogonal)
for i=1:grid_res_orth
% for i=84
% b_mode_temp = 20*log10(bmode_data(:, :, i)/max(bmode_data(:, :, i), [],'all'));
% b_mode(:, :, i) = (b_mode_temp+dB_range).*(b_mode_temp>-dB_range);
% b_mode(:, :, i) = uint8(255*b_mode(:, :, i)/dB_range);
if(strcmp(slice_dir,'xz'))
hP = pcolor(xI(:,:,i)*1e2,zI(:,:,i)*1e2,b_mode(:,:,i));
elseif(strcmp(slice_dir,'yz'))
hP = pcolor(yI(:,:,i)*1e2,zI(:,:,i)*1e2,b_mode(:,:,i));
end
shading interp, axis equal ij tight
c = colorbar;
clim([0 1]);
c.YTick = [0 1];
c.YTickLabel = {'0','1'};
ylabel('Z (depth) [cm]')
xlabel('X [cm]')
set(gca,'XColor','none','box','off')
colormap hot
title(strcat('Slice: ',num2str(i)), 'Interpreter', 'none');
drawnow limitrate;
F = getframe(gcf) ;
img{i} = frame2im(F);
end
else
for i=1:grid_res
b_mode_temp = 20*log10(bmode_data(:, :, i)/max(bmode_data(:, :, i), [],'all'));
b_mode(:, :, i) = (b_mode_temp+dB_range).*(b_mode_temp>-dB_range);
b_mode(:, :, i) = uint8(255*b_mode(:, :, i)/dB_range);
if(strcmp(slice_dir,'xz') && orthogonal)
hP = pcolor(squeeze(yI(i,:,:))*1e2,squeeze(zI(i,:,:))*1e2,squeeze(b_mode(i,:,:)));
elseif(strcmp(slice_dir,'yz') && orthogonal)
hP = pcolor(squeeze(xI(i,:,:))*1e2,squeeze(zI(i,:,:))*1e2,squeeze(b_mode(i,:,:)));
end
shading interp, axis equal ij tight
c = colorbar;
clim([0 1]);
c.YTick = [0 1];
c.YTickLabel = {'0','1'};
ylabel('Z (depth) [cm]')
xlabel('Y [cm]')
set(gca,'XColor','none','box','off')
colormap hot
title(strcat('Slice: ',num2str(i), ' Angle = ', num2str((i-grid_res/2-0.5)/(grid_res/2-0.5)*30), ' degrees'), 'Interpreter', 'none');
drawnow limitrate;
F = getframe(gcf) ;
img{i} = frame2im(F);
end
end
end
%Find frame with minimum elements (/3 for uint8)
elementCounts = cellfun(@numel, img)/3;
[~, min_index] = min(elementCounts);
%Frame parameters
frameheight = size(img{min_index},1);
framewidth = size(img{min_index},2);
%% Write Video for RT multiframe
if(video_out)
% create the video writer with 1 fps
writerObj = VideoWriter(strcat(filepath, filename, '.mp4'), 'MPEG-4');
% set the seconds per image
writerObj.FrameRate = 1;
% open the video writer
open(writerObj);
% write the frames to the video
if(~orthogonal)
for i=1:grid_res_orth
% convert the image to a frame
img{i} = imresize(img{i},[frameheight framewidth]);
writeVideo(writerObj, img{i});
end
else
for i=1:grid_res
% convert the image to a frame
img{i} = imresize(img{i},[frameheight framewidth]);
writeVideo(writerObj, img{i});
end
end
% close the writer object
close(writerObj);
end
% view(2)
% hP.DataTipTemplate.DataTipRows(3).Value = 'CData';
end
%% 3-D scatter plot from scattered data
plot_thresh_lower = 90;
plot_thresh_upper = 180;
index_3D = b_mode>plot_thresh_lower & b_mode<plot_thresh_upper & zI>0.005;
x_3D = 100*xI(index_3D);
y_3D = 100*yI(index_3D);
z_3D = 100*zI(index_3D);
bmode_3D = b_mode(index_3D);
figure();
h = scatter3(x_3D, y_3D, z_3D, 20, y_3D, 'o', 'filled');
set(h, 'MarkerFaceAlpha', 0.5)
% set(h, 'MarkerFaceColor', "#444444")
constantplane([0 1 0], 0, "FaceColor", "k", "FaceAlpha", 0.1);
c = colorbar('eastoutside');
clim([-0.8 0.8]);
c.YTick = [-0.8 0 0.8];
c.Label.String = 'Y coordinate [cm]';
% c.Label.Rotation = 270;
cpos = c.Position;
cpos(3) = 0.6*cpos(3);
cpos(4) = 0.6*cpos(4);
cpos(2) = 0.8-cpos(4);
c.Position = cpos;
% colormap sky
set(gca, 'Zdir', 'reverse');
% axis equal
xlabel('X [cm]')
xlim([-0.8 0.8])
ylabel('Y [cm]')
ylim([-0.8 0.8])
yticks(-0.5:0.5:0.5)
zlabel('Z [cm]')
zlim([0.8 2.1])
zticks(1:0.5:2.5)
%% Interpolate volume data for oblique slices
bmode_3D_func = scatteredInterpolant(xI(:), yI(:), zI(:), double(b_mode(:)), 'linear', 'none');
%% Query Interpolant
x_axis = (-1:0.02:1)*1e-2;
y_axis = (-2:0.02:2)*1e-2;
z_axis = (0:0.02:4.5)*1e-2;
[xq, yq, zq] = meshgrid(x_axis, y_axis, z_axis);
bmode_q = bmode_3D_func(xq, yq, zq);
%% Plot XY slices from volume data
figure();
tiledlayout(3, 3, "TileSpacing", "compact", "Padding", "compact")
for z = 65:2:82
nexttile;
pcolor(1e2*squeeze(yq(:, :, z)), 1e2*squeeze(xq(:, :, z)), squeeze(bmode_q(:, :, z)));
axis equal tight ij
shading interp;
colorbar;
colormap gray;
title(strcat("Z = ", num2str(1e2*z_axis(z)), " cm"));
end
figure();
tiledlayout(3, 3, "TileSpacing", "compact", "Padding", "compact")
for z = 41:3:67
nexttile;
pcolor(1e2*squeeze(yq(:, :, z)), 1e2*squeeze(xq(:, :, z)), squeeze(bmode_q(:, :, z)));
axis equal tight ij
shading interp;
colorbar;
colormap gray;
title(strcat("Z = ", num2str(1e2*z_axis(z)), " cm"));
end
%% Plot oblique slices in 3D space
slice_point = [0 0 189];
% slice_point = [51 101 0];
slice_normal = [0 0 1];
[B_slice, x_slice, y_slice, z_slice] = obliqueslice(bmode_q, slice_point, slice_normal);
x_slice = (x_slice./size(xq, 2) - 0.5)*2;
y_slice = (y_slice./size(yq, 1) - 0.5)*4;
z_slice = z_slice./size(zq, 3)*4.5;
% B_slice(y_slice<-1.6 | y_slice>1.4) = NaN;
figure();
surf(x_slice,y_slice, z_slice, B_slice, 'FaceAlpha', 0.9);
colormap(hot);
clim([20 204])
c = colorbar('eastoutside');
c.YTick = [20 204];
c.YTickLabel = {'0 dB', '30 dB'};
cpos = c.Position;
cpos(3) = 0.6*cpos(3);
cpos(4) = 0.6*cpos(4);
cpos(2) = 0.8-cpos(4);
c.Position = cpos;
shading interp
set(gca, 'Zdir', 'reverse');
axis equal tight
xlabel('X [cm]');
xlim([-1 1]);
xticks(-1:1);
ylabel('Y [cm]');
ylim([-2 2]);
yticks(-2:1:2);
zlabel('Z [cm]');
zlim([1 4.5]);
zticks(1:1:4);
view([0 90]);
%% Scatter plot with interpolated data
plot_thresh_lower = 18;
plot_thresh_upper = 20;
index_vessel = (bmode_q>plot_thresh_lower & bmode_q<plot_thresh_upper & zq>0.019 & zq<0.042 & yq>-0.01 & yq<0.01);
x_vessel = 100*xq(index_vessel);
y_vessel = 100*yq(index_vessel);
z_vessel = 100*zq(index_vessel);
bmode_vessel = bmode_q(index_vessel);
% plot_thresh_lower = 80;
% plot_thresh_upper = 255;
%
% index_3D = (bmode_q>plot_thresh_lower & bmode_q<plot_thresh_upper & zq>0.019 & yq>-0.015 & yq<0.008);
% x_3D = 100*xq(index_3D);
% y_3D = 100*yq(index_3D);
% z_3D = 100*zq(index_3D);
% bmode_3D = bmode_q(index_3D);
hold on
% h1 = scatter3(x_3D, y_3D, z_3D, 1, 'w', 'o', 'filled');
% set(h1, 'MarkerFaceAlpha', 0.2)
h2 = scatter3(x_vessel, y_vessel, z_vessel, 15, 'k', 'o', 'filled');
set(h2, 'MarkerFaceAlpha', 0.6)
set(h2, 'MarkerFaceColor', "#555555")
colormap gray
% c = colorbar('eastoutside');
% c.Limits = [-1 1];
% c.YTick = [-1 1];
% c.YTickLabel = {'-1', '1'};
% c.Label.String = 'X coordinate [cm]';
% clim([-1 2])
% cpos = c.Position;
% cpos(3) = 0.6*cpos(3);
% cpos(4) = 0.6*cpos(4);
% cpos(2) = 0.8-cpos(4);
% c.Position = cpos;
set(gca, 'Zdir', 'reverse');
ax = gca;
% ax.Color = 'k';
% ax.GridColor = 'w';
ax.GridLineWidth = 1.5;
grid on
axis equal
view([48 13]);
constantplane([38 3 0], 0, "FaceColor", "r", "FaceAlpha", 0.2);
constantplane([-3 38 0], 0, "FaceColor", "g", "FaceAlpha", 0.2);
constantplane([0 0 1], 2.6, "FaceColor", "b", "FaceAlpha", 0.2);
constantplane([0 0 1], 3.75, "FaceColor", "b", "FaceAlpha", 0.2);
xlabel('X [cm]');
xlim([-1 1]);
xticks(-1:1);
ylabel('Y [cm]');
ylim([-1.7 1.7]);
yticks(-1:1:1);
zlabel('Z [cm]');
zlim([1.5 4.5]);
zticks(1:1:4);