diff --git a/heartrate/imageextract.m b/heartrate/imageextract.m
index db0ed4a..e5eb446 100644
--- a/heartrate/imageextract.m
+++ b/heartrate/imageextract.m
@@ -3,8 +3,7 @@ v = VideoReader('code.avi');
 n = 1;
 while hasFrame(v)
     img = readFrame(v);
-    imgw= imwrite(img,strcat('image',num2str(n),'.png'));
-    imr = imread(imgw)
+    imwrite(img,strcat('image',num2str(n),'.png'));
     n = n+1
 end
 n=n-1;
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diff --git a/heartrate/images/roi_test_code.m b/heartrate/images/roi_test_code.m
new file mode 100644
index 0000000..f967bc7
--- /dev/null
+++ b/heartrate/images/roi_test_code.m
@@ -0,0 +1,5 @@
+I = imread('image1.png');
+imshow(I)
+im = drawrectangle()
+
+
diff --git a/heartrate/main.m b/heartrate/main.m
index 049c6e7..552509a 100644
--- a/heartrate/main.m
+++ b/heartrate/main.m
@@ -1,6 +1,80 @@
 %set variable 
-imgDirectory = 'img';
-fps = 60;
+fps = 15;
 windowDuration = 30;
 windowShift = 1;
-roi =
\ No newline at end of file
+roi = [310 126 114 54];
+imgDirectory = 'images';
+
+%global
+redChannel = [];
+greenChannel = [];
+blueChannel = [];
+
+%list the images
+listImg = dir([imgDirectory '/*.png']);
+
+for l_img=1:windowDuration*fps
+    % load the current image
+    image_orginal = imread([imgDirectory '/' listImg(l_img).name]);
+
+    image_face = imcrop(image_orginal,roi);
+
+    %spatial average for r, g, b channels
+    [r g b]=imsplit(image_face); 
+
+    r_mean = mean2(r);
+    g_mean = mean2(g);
+    b_mean = mean2(b);
+
+    % store the current "average" pixel in global arrays
+    redChannel = [redChannel r_mean];
+	greenChannel = [greenChannel g_mean];
+	blueChannel = [blueChannel b_mean];
+    
+end
+
+% estimate temporal average and standard deviation
+greenChannel_avg = mean(greenChannel);
+greenChannel_std = std(greenChannel);
+
+%normalization
+for i = 1:450
+    greenChannel_normal(i) = (greenChannel(i)-greenChannel_avg);
+end
+
+%Fast Fourier transform (fft) of Green Channel
+greenChannel_fft = fft(greenChannel_normal);
+
+
+%power spectrum P1
+L = length(greenChannel_normal);
+P2 = abs(greenChannel_fft/L);
+P1 = P2(1:L/2+1);
+P1(2:end-1)=2*P1(2:end-1);
+f = 15*(0:(L/2))/L;
+
+P1 = fftshift(P1);
+
+plot(f,P1);
+title("Power Spectrum")
+xlabel("f (Hz)")
+ylabel("Power Spectrum (f)")
+
+%peak - compute the freq vector
+[m n]=size(P1);
+x = 1:n;
+y= 1:m;
+[X Y]=meshgrid(x, y);
+X = X - floor(n/2)-1;
+Y = Y - floor(m/2)-1;
+f = sqrt(X.^2 + Y.^2);
+
+%peak - find the peak in range
+indices = (f>=0.75)&(f<=4);
+[peaks locations] = findpeaks(P1(indices), 'SortStr','descend');
+location = locations(1);
+peak_frequency = f(indices);
+peak_frequency = peak_frequency(location);
+heartrate = peak_frequency.*60;
+
+disp(['Heart rate: ', num2str(heartrate), ' bpm']);