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Added proper curvature analysis based on polynomials
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%% patchCurvature | ||
% Below is a demonstration of the features of the |patchCurvature| function | ||
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%% Syntax | ||
% |[Vd,Fd,Fds]=patchCurvature(V,F);| | ||
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%% Description | ||
% Computes curvature metrics for the patch data defined by the faces F and | ||
% the vertices V. | ||
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%% Examples | ||
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%% | ||
clear; close all; clc; | ||
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%% | ||
% Plot settings | ||
cMap=warmcold(250); | ||
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%% | ||
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% [F,V]=geoSphere(4,5.25); | ||
[F,V]=graphicsModels(9); | ||
% [F,V]=stanford_bunny; | ||
% [F,V]=tri2quad(F,V); | ||
% [F,V]=patchcylinder(60,100,60,60,'tri'); | ||
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%% Compute curvature | ||
[U1,U2,K1,K2,H,G] = patchCurvaturePolynomial(F,V); | ||
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%% Visualize curvature on mesh | ||
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% Compute plot variables | ||
vecPlotSize=mean(patchEdgeLengths(F,V)); %Vector plotting size | ||
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% Visualize | ||
cFigure; | ||
subplot(1,2,1); hold on; | ||
title('K1'); | ||
hp=gpatch(F,V,K1,'none',0.9); | ||
hp.FaceColor='interp'; | ||
colormap(gca,cMap); colorbar; | ||
quiverVec(V,U1,vecPlotSize,'k'); | ||
axisGeom; | ||
c=max(abs(K1(:))); | ||
caxis(0.1*[-c c]); | ||
camlight headlight; | ||
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subplot(1,2,2); hold on; | ||
title('K2'); | ||
hp=gpatch(F,V,K2,'none',0.9); | ||
hp.FaceColor='interp'; | ||
quiverVec(V,U2,vecPlotSize,'k'); | ||
colormap(gca,cMap); colorbar; | ||
axisGeom; | ||
c=max(abs(K2(:))); | ||
caxis(0.1*[-c c]); | ||
camlight headlight; | ||
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drawnow; | ||
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%% | ||
% | ||
% <<gibbVerySmall.gif>> | ||
% | ||
% _*GIBBON*_ | ||
% <www.gibboncode.org> | ||
% | ||
% _Kevin Mattheus Moerman_, <[email protected]> | ||
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%% | ||
% _*GIBBON footer text*_ | ||
% | ||
% License: <https://github.com/gibbonCode/GIBBON/blob/master/LICENSE> | ||
% | ||
% GIBBON: The Geometry and Image-based Bioengineering add-On. A toolbox for | ||
% image segmentation, image-based modeling, meshing, and finite element | ||
% analysis. | ||
% | ||
% Copyright (C) 2006-2023 Kevin Mattheus Moerman and the GIBBON contributors | ||
% | ||
% This program is free software: you can redistribute it and/or modify | ||
% it under the terms of the GNU General Public License as published by | ||
% the Free Software Foundation, either version 3 of the License, or | ||
% (at your option) any later version. | ||
% | ||
% This program is distributed in the hope that it will be useful, | ||
% but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
% GNU General Public License for more details. | ||
% | ||
% You should have received a copy of the GNU General Public License | ||
% along with this program. If not, see <http://www.gnu.org/licenses/>. |
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function [U1,U2,K1,K2,H,G] = patchCurvaturePolynomial(F,V) | ||
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% function [U1,U2,K1,K2,H,G] = patchCurvaturePolynomial(F,V) | ||
% ------------------------------------------------------------------------ | ||
% | ||
% This function computes the mesh curvature at each vertex for the input mesh | ||
% defined by the face `F` and the vertices `V`. A local polynomial is fitted to | ||
% each point's "Laplacian umbrella" (point neighbourhood), and the curvature of | ||
% this fitted form is derived. | ||
% | ||
% The reference below [1] provides more detail on the algorithm. In addition, this | ||
% implementation was created with the help of this helpful document: | ||
% https://github.com/alecjacobson/geometry-processing-curvature/blob/master/README.md, | ||
% which features a nice overview of the theory/steps involved in this algorithm. | ||
% | ||
% References | ||
% 1. [F. Cazals and M. Pouget, _Estimating differential quantities using polynomial fitting of osculating jets_, Computer Aided Geometric Design, vol. 22, no. 2, pp. 121-146, Feb. 2005, doi: 10.1016/j.cagd.2004.09.004](https://doi.org/10.1016/j.cagd.2004.09.004) | ||
% | ||
% ------------------------------------------------------------------------ | ||
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%% | ||
m = size(V,1); | ||
CC = patchConnectivity(F,V,{'vv'}); | ||
con_V2V = CC.vertex.vertex; | ||
[~,~,NV]=patchNormal(F,V); | ||
nz = [0.0 0.0 1.0]; % z-vector | ||
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K1 = zeros(m,1); | ||
K2 = zeros(m,1); | ||
U1 = zeros(m,3); | ||
U2 = zeros(m,3); | ||
for q = 1:1:m | ||
n = NV(q,:); | ||
[a,d]=vectorOrthogonalPair(n); | ||
Q=[a; d; n]; | ||
ind = con_V2V(q,:); ind = ind(ind>0); | ||
vr = (V(ind,:)-V(q,:))*Q'; | ||
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% Set up polynomial fit | ||
T = zeros(length(ind),5); | ||
w = zeros(length(ind),1); | ||
for i = 1:length(ind) | ||
T(i,:) = [vr(i,1),vr(i,2),vr(i,1)^2,vr(i,1)*vr(i,2),vr(i,2)^2]; | ||
w(i) = vr(i,3); | ||
end | ||
a = T\w; | ||
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E = 1.0 + a(1)^2; | ||
F = a(1)*a(2); | ||
G = 1.0 + a(2)^2; | ||
d = sqrt(a(1)^2+1.0+a(2)^2); | ||
e = (2.0*a(3)) / d; | ||
f = a(4) / d; | ||
g = (2.0*a(5)) / d; | ||
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S = -[e f; f g] * inv([E F; F G]); | ||
[u,k] = eig(S); % Eigen decomposition to get first/second eigenvalue and vectors | ||
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% Store derived quantities | ||
K1(q) = k(2,2); | ||
K2(q) = k(1,1); | ||
U1(q,:) = [u(1,2) u(2,2) 0.0]*Q; | ||
U2(q,:) = [u(1,1) u(2,1) 0.0]*Q; | ||
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end | ||
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H = 0.5 * (K1+K2); % Mean curvature | ||
G = K1.*K2; % Gaussian curvature | ||
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end | ||
%% | ||
% _*GIBBON footer text*_ | ||
% | ||
% License: <https://github.com/gibbonCode/GIBBON/blob/master/LICENSE> | ||
% | ||
% GIBBON: The Geometry and Image-based Bioengineering add-On. A toolbox for | ||
% image segmentation, image-based modeling, meshing, and finite element | ||
% analysis. | ||
% | ||
% Copyright (C) 2006-2023 Kevin Mattheus Moerman and the GIBBON contributors | ||
% | ||
% This program is free software: you can redistribute it and/or modify | ||
% it under the terms of the GNU General Public License as published by | ||
% the Free Software Foundation, either version 3 of the License, or | ||
% (at your option) any later version. | ||
% | ||
% This program is distributed in the hope that it will be useful, | ||
% but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
% GNU General Public License for more details. | ||
% | ||
% You should have received a copy of the GNU General Public License | ||
% along with this program. If not, see <http://www.gnu.org/licenses/>. |