필터 지우기
필터 지우기

Obtain Number of Pixels in Area Around Binary Image Object

조회 수: 5 (최근 30일)
Andrew Poissant
Andrew Poissant 2018년 7월 5일
편집: Anton Semechko 2018년 7월 6일
I have a binary image and use matlab's 'regionprops' function to fit ellipses to the image (see attached photo). I want to obtain the total number of pixels of the black area within each ellipse. I use the 'Area' property of regionprops to get the total number of pixels of the white area within the fitted ellipses, but I want the total number of pixels of the black area within each fitted ellipse. How would I get this?

채택된 답변

Anton Semechko
Anton Semechko 2018년 7월 5일
To distinguish between points/pixels inside the ellipse vs. those outside, you need to know parameters of the ellipse. Here is an example:
% Ellipse parameters
ab=sort(3*rand(1,2)+1,'descend'); % lengths of the principal semi-axes
r=pi*rand(1); % orientation of the ellipse; relative to the x-axis
R=[cos(r) -sin(r);sin(r) cos(r)]; % directions of the principal axes (along columns)
C=10*randn(2,1); % center of the ellipse
% Visualize ellipse
t=linspace(0,2*pi,1E3);
X=[cos(t);sin(t)];
Y=bsxfun(@plus,R*diag(ab)*X,C);
figure('color','w')
plot(Y(1,:),Y(2,:),'-b','LineWidth',2)
axis equal
hold on
% Generate a random set of points around the ellipse
N=1E3;
P=2*rand(2,N)-1;
P=bsxfun(@plus,2*R*diag(ab)*P,C); % random point cloud
% Classify points depending on whether they are inside (and on the boundary)
% or outside the ellipse; to do this we need to know parameters of the ellipse
dP=bsxfun(@minus,P,C); % center the points
dP=R'*dP; % change basis
dP=diag(1./ab)*dP; % normalize length of principal axes to 1
id_in=sum(dP.^2,1)<=1; % point P(:,i) is inside the ellipse if norm(dP(:,i))<1 and on its boundary if norm(dP(:,i))=1
% Visualize points
P_in=P(:,id_in);
P_out=P(:,~id_in);
plot(P_in(1,:),P_in(2,:),'.g','MarkerSize',10,'LineWidth',2)
plot(P_out(1,:),P_out(2,:),'xr','MarkerSize',5,'LineWidth',2)
xlabel('x','FontSize',25)
ylabel('y','FontSize',25)
  댓글 수: 4
Andrew Poissant
Andrew Poissant 2018년 7월 6일
Ah yes, great point. Thanks for the help! Very easy to understand.
Anton Semechko
Anton Semechko 2018년 7월 6일
편집: Anton Semechko 2018년 7월 6일
You are welcome, Andrew. Let me know if run into any problems when classifying pixels as inside or outside ellipse boundary.

댓글을 달려면 로그인하십시오.

추가 답변 (0개)

카테고리

Help CenterFile Exchange에서 Point Cloud Processing에 대해 자세히 알아보기

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by