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labelFilelist.m
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colors = [ 0 0 0 ;...% Background 1
128 64 128 ;...% Road 2
128 0 0 ;...% Building 3
128 128 128;...% Sky 4
128 128 0 ;...% Tree 5
0 0 192 ;...% Sidewalk 6
64 0 128 ;...% Car 7
192 192 128;...% Column_Pole 8
192 128 128;...% SignSymbol 9
64 64 128 ;...% Fence 10
64 64 0 ;...% Pedestrian 11
0 128 192 ;...% Bicyclist 12
];
cd('/media/data1/datasets_sl/goPro')
modelDir = 'images_1280x720/';
filelist = getVideoNamesFromAsciiFile('filelist_1280x720.txt');
numImgs = size(filelist,1);
for i = 1:numImgs
file = [modelDir filelist{i} ];
% Check if labeling already exists
im = imread(file);
% Extract Superpixels --> Oversegment
% Compute Segmentation Mask
% Loop over centroids or over pixels inside a segment
regionSize = 40;
regularizer = 5000;
superPixels = getAllSuperpixels(im,regionSize,regularizer);
imshow(superPixels.oversegImage)
hold on;
plot(superPixels.Centroid(:,1),superPixels.Centroid(:,2),'r+');
%% Draw lines
imshow(superPixels.oversegImage)
overlay = ones(size(im,1),size(im,2));
numLinesToDraw = 3;
for j = 1:numLinesToDraw
line = getline;
inside = getSuperpixelsInPolygon(line,superPixels.Centroid);
overlay = superPixels.overlay;
overlayMask = paintSuperpixels(inside,overlay);
%
imshow(superPixels.oversegImage)
ind = input('Specify Color \n');
overlay(overlayMask) = ind ;
hold on
overlay_final = ind2rgb(overlay,colors);
overlay_final = uint8(overlay_final);
h = imshow(overlay_final);
alphaMask = double(overlayMask)*0.5;
set(h,'AlphaData',alphaMask);
hold off
end
% Colorize with color map
overlay_final = ind2rgb(overlay,colors);
end
%% Compute superpixels
regionSize = 40;
regularizer = 5000;
segments = vl_slic(single(im), regionSize, regularizer);
% Display segments
perim = true(size(im,1), size(im,2));
for k = 1 : max(segments(:))
regionK = segments == k;
perimK = bwperim(regionK, 8);
perim(perimK) = false;
end
perim = uint8(cat(3,perim,perim,perim));
finalImage = im .* perim;
%% Plot overlay
overlay = zeros(size(im,1),size(im,2));
overlay(1:40,1:40,[1 2]) = 1;
imshow(finalImage);
hold on;
h = imshow(overlay);
set(h,'AlphaData',0.2);
%% Get connected components
% Get connected components
bw_normal = im2bw(im, graythresh(im));
regions = regionprops(bw_normal,'PixelIdxList','Centroid','Area','BoundingBox');
numComponents = size(regions,1);
areas = zeros(numComponents,1);
for j = 1:numComponents
areas(j,1) = regions(j,1).Area;
end
[~,ind] = max(areas);
% Colorize the max of the regions
blankImage = false(size(im,1),size(im,2));
for j = 1:length(regions)
if j == ind
blankImage(regions(j).PixelIdxList) = true;
end
end
im_new = blankImage;
BB = [regions(ind).BoundingBox(1), ...
regions(ind).BoundingBox(2), ...
regions(ind).BoundingBox(1)+regions(ind).BoundingBox(3), ...
regions(ind).BoundingBox(2)+regions(ind).BoundingBox(4)];
%///////////////////////////////////////////////////////////////////////////////////
% Get regions inside polygon
% Colorize the some of the regions
blankImage = false(size(im,1),size(im,2));
for j = 1:length(regions)
if j == isInPolygon(j)
blankImage(regions(j).PixelIdxList) = true;
end
end
imshow(finalImage);
h = imshow(overlay);
set(h,'AlphaData',0.2);
%% Toy Example
a = false(100,100);
imshow(a)
disp('drawPolygon')
line = getline;
for y = 1:100
for x = 1:100
disp([num2str(y) ',' num2str(x)])
if inpoly(line,x,y)
a(y,x) = true;
end
end
end
imshow(a)
hold on
plot(line(:,1),line(:,2));