-
Notifications
You must be signed in to change notification settings - Fork 28
/
make_gauss_masks.m
39 lines (27 loc) · 1.14 KB
/
make_gauss_masks.m
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
%[x,y]=find(fixations);
%densityMap= make_gauss_masks(y,x,[video_res_y,video_res_x]);
function my_mask= make_gauss_masks(x,y,my_size,fixTime)
%This function drop Gaussians centered at (x,y) locations. my_size is the
%size of your original image (also the size of the output of this function).
% Author : Umesh Rajashekar
% Date : 4 Jan. 2008
if (nargin < 4)
fixTime = ones(size(x));
end
W = 1; %Full width at half max in visual degrees of angle for the Gaussian
W = W*30; %For my experiments, 1 degree of visual angle is 60 pixels
%Convert full width at half max to variance
my_sigma = W/(2*sqrt(2*log(2)));
R = my_size(1);C= my_size(2);
big_R=2*R+1;big_C= 2*C+1; %Double your gauss size
[X Y] = meshgrid(0:big_C-1,0:big_R-1);
my_mask = zeros(R,C);
temp_num = (X-C).^2 + (Y-R).^2;
temp = exp(-temp_num/(2*my_sigma^2));
big_gauss = temp /(2*pi*my_sigma);
for i = 1: length(x)
temp_x = floor(x(i));temp_y = floor(y(i));
temp = big_gauss(R-temp_y:R-temp_y+R-1 ,C-temp_x:C-temp_x+C-1);
my_mask = my_mask + temp*fixTime(i); %Weight by time of fixation
end
my_mask = my_mask./max(my_mask(:));