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tracker12.m
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%%% This code is same as tracker 07
%%% This code is to track Caitlin's video - Inch Worm
%%% The Inch worm has 7 markers on it. Therefore 7 different markers are
%%% tracked seperately.
%%% Both tendon actuation
% Demo to track any color based on 'createMask' function. Finds and annotates centroid and bounding box of any colored blobs.
% Modify thresholds to detect different colors. In this case we are finding
% magenta colors and create blobs around it.
clc; % Clear the command window.
close all; % Close all figures (except those of imtool.)
imtool close all; % Close all imtool figures if you have the Image Processing Toolbox.
clear; % Erase all existing variables. Or clearvars if you want.
workspace; % Make sure the workspace panel is showing.
format long g;
format compact;
fontSize = 20;
% Specify input video file name.
folder = pwd; % Current folder path
baseFileName = 'Inchworm_4_Both.mp4'; % Video to track
fullFileName = fullfile(folder, baseFileName);
% Check if the video file actually exists in the current folder or on the search path.
if ~exist(fullFileName, 'file')
% File doesn't exist -- didn't find it there. Check the search path for it.
fullFileNameOnSearchPath = baseFileName; % No path this time.
if ~exist(fullFileNameOnSearchPath, 'file')
% Still didn't find it. Alert user.
errorMessage = sprintf('Error: %s does not exist in the search path folders.', fullFileName);
uiwait(warndlg(errorMessage));
return;
end
end
% Instantiate a video reader object for this video.
videoObject = VideoReader(fullFileName);
% Setup other parameters
numberOfFrames = videoObject.NumberOfFrame;
count = 0;
% Correction factor/values - x axis and y axis
x_correction = 0;
y_correction = 270.5;
% Pixel to mm conversion
pix2mm = 0.6802; % This is only for this particular video. Should be updated for different videos
% Read one frame at a time and find specified color
for k = 76
if k == 1
% Enlarge figure to full screen.
set(gcf, 'Units', 'Normalized', 'OuterPosition', [0 0 1 1]);
% Give a name to the title bar.
set(gcf, 'Name', 'Particle Tracking', 'NumberTitle', 'Off')
hCheckbox = uicontrol('Style','checkbox',...
'Units', 'Normalized',...
'String', 'Finish Now',...
'Value',0,'Position', [.2 .96 .4 .05], ...
'FontSize', 14);
centroid1 = zeros(numberOfFrames,2);
centroid2 = zeros(numberOfFrames,2);
centroid3 = zeros(numberOfFrames,2);
centroid4 = zeros(numberOfFrames,2);
centroid5 = zeros(numberOfFrames,2);
centroid6 = zeros(numberOfFrames,2);
centroid7 = zeros(numberOfFrames,2);
a = load('cent1.txt');
b = load('cent2.txt');
c = load('cent3.txt');
d = load('cent4.txt');
e = load('cent5.txt');
f = load('cent6.txt');
g = load('cent7.txt');
end
thisFrame=read(videoObject,k);
thisFrame = imresize(thisFrame,[270,480]);
newim = createMaskInchworm2(thisFrame);
% Filter out small blobs
newim = bwareaopen(newim, 10);
% Fill in holes
newim = imfill(newim, 'holes');
hImage=subplot(3, 1, 1);
% Display it.
imshow(thisFrame);
axis on;
caption = sprintf('Original RGB image, frame #%d 0f %d', k, numberOfFrames);
title(caption, 'FontSize', fontSize);
drawnow;
subplot(3,1,2);
imshow(newim);
title('Colored Blob Mask', 'FontSize', fontSize);
drawnow;
[labeledImage, numberOfRegions] = bwlabel(newim);
if numberOfRegions == 7
stats = regionprops(labeledImage, 'BoundingBox', 'Centroid');
count = count +1;
% Delete old texts and rectangles
if exist('hRect', 'var')
delete(hRect);
end
if exist('hText', 'var')
delete(hText);
end
% Display the original image again.
subplot(3, 1, 3); % Switch to original image.
hImage=subplot(3, 1, 3);
imshow(thisFrame);
axis on;
hold on;
caption = sprintf('%d blobs found in frame #%d 0f %d', numberOfRegions, k, numberOfFrames);
title(caption, 'FontSize', fontSize);
drawnow;
%This is a loop to bound the colored objects in a rectangular box.
for r = 1 : numberOfRegions
% Find location for this blob.
thisBB = stats(r).BoundingBox;
thisCentroid = stats(r).Centroid;
thisCentroid = [thisCentroid(1)-x_correction y_correction-thisCentroid(2)]*pix2mm;
% Nearest neighbour
if(count==1 && r==1)
centroid1(count,:) = thisCentroid;
filenametowrite = 'cent1.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(count==1 && r==2)
centroid2(count,:) = thisCentroid;
filenametowrite = 'cent2.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(count==1 && r==3)
centroid3(count,:) = thisCentroid;
filenametowrite = 'cent3.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(count==1 && r==4)
centroid4(count,:) = thisCentroid;
filenametowrite = 'cent4.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(count==1 && r==5)
centroid5(count,:) = thisCentroid;
filenametowrite = 'cent5.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(count==1 && r==6)
centroid6(count,:) = thisCentroid;
filenametowrite = 'cent6.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(count==1 && r==7)
centroid7(count,:) = thisCentroid;
filenametowrite = 'cent7.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
fclose('all');
if(count~=1)
X1 = [thisCentroid;centroid1(count-1,:)];
d1 = pdist(X1,'euclidean');
X2 = [thisCentroid;centroid2(count-1,:)];
d2 = pdist(X2,'euclidean');
X3 = [thisCentroid;centroid3(count-1,:)];
d3 = pdist(X3,'euclidean');
X4 = [thisCentroid;centroid4(count-1,:)];
d4 = pdist(X4,'euclidean');
X5 = [thisCentroid;centroid5(count-1,:)];
d5 = pdist(X5,'euclidean');
X6 = [thisCentroid;centroid6(count-1,:)];
d6 = pdist(X6,'euclidean');
X7 = [thisCentroid;centroid7(count-1,:)];
d7 = pdist(X7,'euclidean');
if(d1<d2 && d1<d3 && d1<d4 && d1<d5 && d1<d6 && d1<d7)
centroid1(count,:) = thisCentroid;
filenametowrite = 'cent1.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(d2<d1 && d2<d3 && d2<d4 && d2<d5 && d2<d6 && d2<d7)
centroid2(count,:) = thisCentroid;
filenametowrite = 'cent2.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(d3<d1 && d3<d2 && d3<d4 && d3<d5 && d3<d6 && d3<d7)
centroid3(count,:) = thisCentroid;
filenametowrite = 'cent3.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(d4<d1 && d4<d2 && d4<d3 && d4<d5 && d4<d6 && d4<d7)
centroid4(count,:) = thisCentroid;
filenametowrite = 'cent4.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(d5<d1 && d5<d2 && d5<d3 && d5<d4 && d5<d6 && d5<d7)
centroid5(count,:) = thisCentroid;
filenametowrite = 'cent5.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(d6<d1 && d6<d2 && d6<d3 && d6<d4 && d6<d5 && d6<d7)
centroid6(count,:) = thisCentroid;
filenametowrite = 'cent6.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');c;
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
if(d7<d1 && d7<d2 && d7<d3 && d7<d4 && d7<d5 && d7<d6)
centroid7(count,:) = thisCentroid;
filenametowrite = 'cent7.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
fprintf(fileid,'%d %d \n',thisCentroid(1),thisCentroid(2));
end
end
fclose('all');
hRect(r) = rectangle('Position', thisBB, 'EdgeColor', 'r', 'LineWidth', 2);
hSpot = plot(thisCentroid(1), thisCentroid(2), 'y+', 'MarkerSize', 8, 'LineWidth', 2);
hText(r) = text(thisBB(1), thisBB(2)-20, strcat('X: ', num2str(round(thisCentroid(1))), ' Y: ', num2str(round(thisCentroid(2)))));
set(hText(r), 'FontName', 'Arial', 'FontWeight', 'bold', 'FontSize', 8, 'Color', 'yellow');
end
hold off
drawnow;
% Calculating and plotting the body rotation(change in orientation)
% if(count~=1 && r==3)
% a = load('cent1.txt');
% b = load('cent2.txt');
% c = load('cent3.txt');
% % Reading previous coordinate of the points
% vi1x = a(1,1);
% vi1y = a(1,2);
% vi2x = b(1,1);
% vi2y = b(1,2);
% vi3x = c(1,1);
% vi3y = c(1,2);
%
% % Reading the current coordinate of the points
% vf1x = a(count,1);
% vf1y = a(count,2);
% vf2x = b(count,1);
% vf2y = b(count,2);
% vf3x = c(count,1);
% vf3y = c(count,2);
%
%
% % Angle between 2 vectors - initial state and final state
% theta_1 = orientation(vi2x,vi1x,vi2y,vi1y,vf2x,vf1x,vf2y,vf1y);
%
% theta_2 = orientation(vi3x,vi1x,vi3y,vi1y,vf3x,vf1x,vf3y,vf1y);
%
% theta_3 = orientation(vi3x,vi2x,vi3y,vi2y,vf3x,vf2x,vf3y,vf2y);
%
%
%
% % Mean of all theta's
% theta = ((theta_1 + theta_2 + theta_3)/3);
%
% %Plot
% subplot(4,1,4);
% plot(k,theta,'r*');
% xlim([0 260]);
% ylim([-80 200]);
% drawnow
% hold on
% end
end
% See if you want to bail out
if get(hCheckbox, 'Value')
% Finish now checkbox is checked.
msgbox('Done with processing.');
return;
end
end
msgbox('Done with processing.');
%%
% Plots of the tracked points. Also to check whether the tracking has been
% done properly.
figure(2)
a = load('cent1.txt');
b = load('cent2.txt');
c = load('cent3.txt');
d = load('cent4.txt');
e = load('cent5.txt');
f = load('cent6.txt');
g = load('cent7.txt');
subplot(3,3,1);
plot(a(:,1));
hold on
plot(a(:,2));
legend('Point1 x','Point1 y');
subplot(3,3,2);
plot(b(:,1));
hold on
plot(b(:,2));
legend('Point2 x','Point2 y');
subplot(3,3,3);
plot(c(:,1));
hold on
plot(c(:,2));
legend('Point3 x','Point3 y');
subplot(3,3,4);
plot(d(:,1));
hold on
plot(d(:,2));
legend('Point4 x','Point4 y');
subplot(3,3,5);
plot(e(:,1));
hold on
plot(e(:,2));
legend('Point5 x','Point5 y');
subplot(3,3,6);
plot(f(:,1));
hold on
plot(f(:,2));
legend('Point6 x','Point6 y');
subplot(3,3,7);
plot(g(:,1));
hold on
plot(g(:,2));
legend('Point7 x','Point7 y');
% % Identifying the respective points/retaining the marker points
A = [a(1,1) b(1,1) c(1,1) d(1,1) e(1,1) f(1,1) g(1,1)];
MIN = min(A);
MAX = max(A);
if (MIN == a(1,1))
end
if (MIN == b(1,1))
end
if (MIN == c(1,1))
end
if (MIN == d(1,1))
end
if (MIN == e(1,1))
end
if (MIN == f(1,1))
end
if (MIN == g(1,1))
end
% % Unit directional vectors of sides of triangle
% vi12 = [(vi2x-vi1x) (vi2y-vi1y) 0]/norm([(vi2x-vi1x) (vi2y-vi1y) 0]);
% vi13 = [(vi3x-vi1x) (vi3y-vi1y) 0]/norm([(vi3x-vi1x) (vi3y-vi1y) 0]);
% vi23 = [(vi3x-vi2x) (vi3y-vi2y) 0]/norm([(vi3x-vi2x) (vi3y-vi2y) 0]);
% vf12 = [(vf2x-vf1x) (vf2y-vf1y) 0]/norm([(vf2x-vf1x) (vf2y-vf1y) 0]);
% vf13 = [(vf3x-vf1x) (vf3y-vf1y) 0]/norm([(vf3x-vf1x) (vf3y-vf1y) 0]);
% vf23 = [(vf3x-vf2x) (vf3y-vf2y) 0]/norm([(vf3x-vf2x) (vf3y-vf2y) 0]);
%
%
%
% % Identifying the respective points/retaining the marker points
% gamma_1 = radtodeg((atan2(norm(cross(vf12,vf13)),dot(vf12,vf13))));
% gamma_2 = radtodeg((atan2(norm(cross(vf12,vf23)),dot(vf12,vf23))));
% gamma_3 = radtodeg((atan2(norm(cross(vf13,vf23)),dot(vf13,vf23))));
%
%
%
% % Specifying the conditions of the sides of the triangle to retain the
% % respective points
figure(3)
imshow(thisFrame);
title('Both tendon actuated', 'FontSize', fontSize);
hold on
filenametowrite = 'cent1.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
plot(centroid1(163,1),centroid1(163,2),'y+','MarkerSize',4,'LineWidth',1);
filenametowrite = 'cent7.txt';
fulltextfilename = fullfile(folder,filenametowrite);
fileid = fopen(fulltextfilename,'a+');
plot(centroid7(163,1),centroid7(163,2),'y+','MarkerSize',4,'LineWidth',1);
% Draw a straight line between 2 points
A = [centroid1(163,1) centroid7(163,1)];
B = [centroid1(163,2) centroid7(163,2)];
line(A,B,'LineWidth',2)
sigma_min_cord = [centroid1(163,:);centroid7(163,:)];
sigma_min = pdist(sigma_min_cord ,'euclidean');
%
%
% if((85<gamma_2)&&(gamma_2<95))
% filenametowrite = 'cent2.txt';
% fulltextfilename = fullfile(folder,filenametowrite);
% fileid = fopen(fulltextfilename,'a+');
% fprintf(fileid,'Point B');
% plot(b(k,1),b(k,2),'y+','MarkerSize',4,'LineWidth',1);
% text(b(k,1),b(k,2),'B','Color','black','FontSize',10);
% end
%
%
% if((60<gamma_3)&&(gamma_3<70))
% filenametowrite = 'cent3.txt';
% fulltextfilename = fullfile(folder,filenametowrite);
% fileid = fopen(fulltextfilename,'a+');
% fprintf(fileid,'Point C');
% plot(c(k,1),c(k,2),'y+','MarkerSize',4,'LineWidth',1);
% text(c(k,1),c(k,2),'C','Color','black','FontSize',10);
% end
%
% % Calculating the Rotation matrix
% Ai = [vi12;vi13;vi23];
% Af = [vf12;vf13;vf23];
% Rot_m = pinv(Af)*Ai;