How to get the coordinates of each room in a floor plan image through object identification method?

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I have a floor plan image which contains objects and walls. I removed all the objects in it so it now contains only walls. Now I want to get the coordinates of each room.
I am new to this platform. Can somebody please help me how to get the coordinates of each room? Or Can I get the end points of each line segment?
This is the code.
function [bbox_loc,sign_objects,index1,st,furniture]=classify_objects_test1(I1)
% clear all;
% clc;
% close all;
I_initial=imread("C:\\Users\\User\\Desktop\\tkinter_codes\\floorplans\\ROBIN\\Dataset_3roomsmall\\Cat1_1.jpg");
%I_initial = imread('room_4.png');
I=I_initial;
imshow(I);
SE = strel('square',10);
I = imdilate(I,SE);
SE = strel('square',10);
I = imerode(I,SE);
wall_image=I;
wall = I;
I=I_initial;
wall=im2bw(wall);
imshow(wall);
I=im2bw(I);
I=imcomplement(I);
wall = imcomplement(wall);
I=I-wall;
% imshow(I);
I=imcomplement(I);
SE = strel('square',1);
IM2 = imdilate(I,SE);
IM2 = I;
IM2 = imerode(IM2,SE);
imwrite(IM2,'fl_0sym.tif');
se1=strel('square',8);
intm1=imerode(IM2,se1);
se2=strel('square',4);
intm2=imdilate(intm1,se2);
intm3=imdilate(intm2,se2);
imwrite(intm3,'fl_0sym1.tif');
I = imread('fl_0sym1.tif');
I = imcomplement(I);
J = imfill(I);
J = ~J;
imwrite(J,'blb_0_1.jpg');
figure=I_initial;
[m,n] = size(figure);
figure1 = figure(:,:,[1 1 1]);
figure = im2bw(figure);
[m,n] = size(figure);
image = imread('blb_0_1.jpg');
BW = im2bw(image);
BW = imresize(BW,[m,n]);
BW = ~BW;
%for 4,1,9,8
SE = strel('square',10);
BW = imdilate(BW,SE);
%% figure;imshow(BW);
st = regionprops(BW,'BoundingBox');
shape.Inserter = vision.ShapeInserter('LineWidth',4,'BorderColor','Custom','CustomBorderColor',uint8([255 0 0]));
str_ele=strel('disk',1,0);
for k = 1:length(st)
% k=1;
% for k = 1:1
thisBB = st(k).BoundingBox;
%figure1 = step(shape.Inserter,figure1,bbox_loc{k});
thisBBarea=thisBB(3)*thisBB(4);
if thisBB(3)>20 && thisBB(4)>20
rectangle = int32([thisBB(1),thisBB(2),thisBB(3),thisBB(4)]);
end
if(thisBBarea >870)
bbox_loc{k}=rectangle;
crop_I_new=imcrop(figure1,rectangle);
crop_I_new_gray=rgb2gray(crop_I_new);
crop_I=im2bw(crop_I_new_gray,0.7);
% figure;imshow(crop_I);
signature{k}=signature_find(crop_I);
if isempty(signature{k})
signature{k}=[99999,99999,99999];
end
figure1 = step(shape.Inserter,figure1,bbox_loc{k});
end
end
signature=signature(~cellfun('isempty',signature));
save('signature.mat','signature');
signature=load('signature.mat');
sign_objects=load('sign_object2');
for i=1:length(signature.signature)
for j=1:length(sign_objects.sign_object2)
diff{i,j}=abs(signature.signature{1,i}-sign_objects.sign_object2{j,1}.count);
end
end
for(i=1:size(diff,1))
for(j=1:size(diff,2))
if(sign_objects.sign_object2{j,1}.count(3)>1000)
temp1(i,j)=diff{i,j}(1)+diff{i,j}(2);
else
temp1(i,j)=diff{i,j}(1)+diff{i,j}(2)+diff{i,j}(3);
end
end
end
for(i=1:size(temp1,1))
[temp1_min(i),index1(i)]=min(temp1(i,:));
disp(sign_objects.sign_object2{index1(i),2});
furniture{i,1}=sign_objects.sign_object2{index1(i),2}
figure;imshow(figure1);
bbox_loc=bbox_loc(~cellfun('isempty',bbox_loc));
end
for k = 1:length(bbox_loc)
H= text( double(bbox_loc{k}(1)),double(bbox_loc{k}(2)),sign_objects.sign_object2{index1(k),2});
set(gcf,'DefaultTextColor','blue')
end
% for i=1:size(diff,1)
% for j=1:size(diff,2)
%
% temp1(i,j)=(diff{i,j}(1));
% temp2(i,j)=(diff{i,j}(2));
% temp3(i,j)=(diff{i,j}(3));
%
%
% end
% [temp1_min(i),index1(i)]=min(temp1(i,:));
% disp(sign_objects.sign_object1{index1(i),2});
% furniture{i,1}=sign_objects.sign_object1{index1(i),2}
% end
I am attaching a zip file which contains files which will be used by this code while running.
This is the floorplan image with objects.
This is the image with only walls.

Respuesta aceptada

Matt J
Matt J el 10 de Mayo de 2020
Editada: Matt J el 10 de Mayo de 2020
One approach is to close all of the doors morphologically:
load('Walls')
e=ones(1,105);
A=imclose(imclose(~Image,e),e.');
B=imfill(A,'holes')&~A;
imshow(B)
Now, you can simply use regionprops to get all of the pixel coordinates in each room,
>> Rooms=regionprops(B,'PixelList')
Rooms =
3×1 struct array with fields:
PixelList
  7 comentarios
CHINTALA NIRMAL SRINIVAS
CHINTALA NIRMAL SRINIVAS el 17 de Mayo de 2020
For floorplan where rooms are not in the form of rectangles,(they are of the form of trapezium) , closing all the doors is not done appropriately.
Could you please suggest me a solution to this problem?
Matt J
Matt J el 17 de Mayo de 2020
I think you should start a new question for this more complex case. It looks like it might require a very different line of solution.

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Más respuestas (1)

Matt J
Matt J el 9 de Mayo de 2020
  7 comentarios
CHINTALA NIRMAL SRINIVAS
CHINTALA NIRMAL SRINIVAS el 9 de Mayo de 2020
Could you please tell me what should I do to get the bounding boxes around the rooms?

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