Created
February 25, 2014 22:17
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Line Integral Convolution
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function licimg = lic(field) | |
[height, width, ~] = size(field); | |
noise = rand(height, width); | |
% lic length | |
L = 20.0; | |
licimg = zeros(height, width); | |
parfor i=1:height | |
i | |
for j=1:width | |
licimg(i, j) = computeLIC(field, noise, i, j, L); | |
end | |
end | |
end | |
function v = sampleField(field, x, y, w, h) | |
lx = max(floor(x), 1); | |
rx = min(lx + 1, w); | |
ty = max(floor(y), 1); | |
dy = min(ty + 1, h); | |
fx = x - lx; | |
fy = y - ty; | |
v = field(ty, lx, :) * (1-fx) * (1-fy) ... | |
+ field(ty, rx, :) * fx * (1-fy) ... | |
+ field(dy, lx, :) * (1-fx) * fy ... | |
+ field(dy, rx, :) * fx * fy; | |
[l, m, n] = size(v); | |
v = reshape(v, l*m*n, 1); | |
end | |
function [x, y] = RK(field, x, y, w, h, s, factor) | |
v = sampleField(field, x, y, w, h); | |
k1 = v * s; | |
v = sampleField(field, x + k1(1)*0.5, y + k1(2)*0.5, w, h); | |
k2 = v * s; | |
v = sampleField(field, x + k2(1)*0.5, y + k2(2)*0.5, w, h); | |
k3 = v * s; | |
v = sampleField(field, x + k3(1), y + k3(2), w, h); | |
k4 = v * s; | |
p = [x; y]; | |
p = p + (k1/6 + k2/3 + k3/3 + k4/6) * factor; | |
x = p(1); | |
y = p(2); | |
end | |
function flag = inbound(x, y, w, h) | |
flag = (x>0) && (x<=w) && (y>0) && (y<=h); | |
end | |
function I = computeLIC(field, noise, i, j, L) | |
[h, w, ~] = size(field); | |
I = 0.0; | |
weights = 0.0; | |
% forward stream line | |
x = j + 0.5; | |
y = i + 0.5; | |
s = 0.0; | |
steps = 0; | |
while s < L | |
steps = steps + 1; | |
if steps > 128 || ~inbound(x, y, w, h) | |
break; | |
end | |
s = s + 1.0; | |
wi = 1.0; | |
weights = weights + wi; | |
I = I + sampleField(noise, x, y, w, h)*wi; | |
[x, y] = RK(field, x, y, w, h, 0.5, 1); | |
end | |
% backward stream line | |
x = j + 0.5; | |
y = i + 0.5; | |
s = 0.0; | |
steps = 0; | |
while s < L | |
steps = steps + 1; | |
if steps > 128 || ~inbound(x, y, w, h) | |
break; | |
end | |
s = s + 1.0; | |
wi = 1.0; | |
weights = weights + wi; | |
I = I + sampleField(noise, x, y, w, h)*wi; | |
[x, y] = RK(field, x, y, w, h, 0.5, -1); | |
end | |
I = I / weights; | |
end |
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%% test lic
% w = 256;
% h = 256;
% field = zeros(h, w, 2);
% for i=1:h
% y = i - h/2;
% for j=1:w
% x = j - w/2;
% L =sqrt(x_x+y_y);
% if L == 0
% field(i, j, :) = [0, 0];
% else
% field(i, j, 1) = -y/L;
% field(i, j, 2) = x/L;
% end
% end
% end
% [X,Y] = meshgrid(-2:4.0/127:2);
% Z = X._exp(-X.^2 - Y.^2);
% [Dx, Dy] = gradient(Z,.2,.2);
% Gmag = sqrt(Dx._Dx + Dy.*Dy);
% [h, w] = size(Dx);
% field = zeros(h, w, 2);
% field(:, :, 1) = Dx./Gmag;
% field(:, :, 2) = Dy./Gmag;
I = imread('bake.jpg');
I = rgb2gray(I);
[Gmag, ~] = imgradient(I);
[Gx, Gy] = imgradientxy(I);
[w, h] = size(I);
field = zeros(h, w, 2);
field(:, :, 1) = -Gy./Gmag;
field(:, :, 2) = Gx./Gmag;
quiver(field(:,:,1), field(:,:,2));
licimg = lic(field);
imagesc(licimg);colormap(gray);