Azimuth data: Colormap wrapping when performing interpolation
6 vues (au cours des 30 derniers jours)
William Thielicke le 18 Fév 2019
I have a problem with interpolating a colormap for azimuth / circular data... Please check the attached images: The colormap (HSV) represents the direction of the vectors (ranging from -180 to +180 degrees). Red is left, cyan ist right, greenish is up and purple is down.
For several reasons, I would like to create a smooothed graphical output. That is why I upscale the dataset using the function 'imresize'.
But the result gives a strong line when the direction changes from -180 to +180 (for reasons that I understand, but I can't think of a workaround...).
Does someone have an idea how to prevent this colormap wrapping...? Thanks!!
Shunichi Kusano le 21 Fév 2019
As you noticed, phase is discontinuous function. One can convert this to the continuous function, for example, by using cosine and sine functions, for which interpolation works.
%% generate original phase image
x = -1:0.1:1; % original x-coordinate
y = -1:0.1:1; % original y-coordinate
[X, Y] = meshgrid(x,y);
phase = angle(complex(X,Y)) * 180 / pi;
figure,imagesc(imresize(phase, [100,100])),colormap hsv;
% phase is converted by cos and sin.
X = cos(phase/180*pi);
Y = sin(phase/180*pi);
X_interp = imresize(X, [100, 100]);
Y_interp = imresize(Y, [100, 100]);
% re-convert to phase
phase_interp = angle(complex(X_interp,Y_interp)) * 180 / pi;
figure, imagesc(phase_interp), colormap hsv;
hope this helps.