Datasets:
Languages:
English
Size:
n<1K
Tags:
pool-boiling
two-phase-flow
thermal-management
bubble-morphology
unsupervised-learning
principal-component-analysis
License:
File size: 8,774 Bytes
b90e704 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 | %% bubbles_annotator
%{
Version: v6
Description:
This script provides a user interface to manually draw bubble contours on a
sequence of images. It allows the user to define regions of interest (ROIs)
interactively. The contour data for all processed images is then aggregated
and can be exported to a single, structured JSON file.
Instructions:
1. Run this script in MATLAB.
2. A dialog will appear. Select the folder containing your images.
3. For each image, a figure window will open.
- Left-click to place the vertices of a polygon around a bubble.
- Keyboard backspace to undo a click point.
- Double-click to finalize the shape. The bubble will be drawn in red.
4. After each bubble, a dialog will ask for your next action.
- 'Define more': Draw another bubble on the same image.
- 'Redefine last bubble': Erase the last bubble you just drew.
- 'Reset all': Clear all bubbles on the current image and start over.
- 'Next image': Move to the next image in the folder.
- 'Stop defining': End the annotation session.
5. At the end, you will be prompted to save all collected data to a JSON file.
Last modified: 2025/10/08
Author: Lige Zhang
Reference: International Journal of Heat and Mass Transfer 255 (2026): 127894.
%}
%% ------------------- Setup -------------------
clear, clc
close all
format long
%% --------------------- SCRIPT INITIALIZATION ---------------------
% Let the user interactively select the folder containing the images
imageFolderDIR = uigetdir('', 'Select the folder containing your SOURCE images');
if imageFolderDIR == 0
disp('Source folder selection cancelled. Script terminated.');
return;
end
% --- Automatically create a subfolder for the images results ---
outputFolderDIR = fullfile(imageFolderDIR, 'annotated_results');
if ~exist(outputFolderDIR, 'dir')
mkdir(outputFolderDIR);
end
% User-configurable settings
img_type = '.jpg';
output_json_filename = 'bubble_labeled_data.json';
% Get a list of all image files of the specified type in the folder
im_files = dir(fullfile(imageFolderDIR, ['*' img_type]));
if isempty(im_files)
disp(['No images of type "' img_type '" found in the source folder.']);
return;
end
% Initialize a master struct to store data for all images
allFramesData = struct;
disp(['Found ' num2str(length(im_files)) ' images to process.']);
%% --------------------- MAIN PROCESSING LOOP ---------------------
for j = 1:length(im_files)
imageFileName = im_files(j).name;
% Create a custom, MATLAB-compatible struct field name
imageName = strrep(imageFileName, img_type, '');
imageName = strrep(imageName, '.', 'd');
imageName = strrep(imageName, '-', '');
if isstrprop(imageName(1), 'digit')
imageName = ['Image' imageName];
end
% Call the interactive drawing function for the current image
[stop_processing, imageBubblesData] = drawROI(imageFolderDIR, imageFileName);
% Store the data for the current image in the master struct
allFramesData.(imageName) = imageBubblesData;
% --- NEW: Save the annotated image ---
if ~isempty(fieldnames(imageBubblesData.Bubbles))
% Load the original image again
I = imread(fullfile(imageFolderDIR, imageFileName));
% Create a new figure, but keep it invisible
fig_to_save = figure('Visible', 'off');
imshow(I);
hold on;
% Get the names of the bubbles to draw
bubble_names = fieldnames(imageBubblesData.Bubbles);
for i = 1:length(bubble_names)
bubble_data = imageBubblesData.Bubbles.(bubble_names{i});
plot(bubble_data.x_coordinate, bubble_data.y_coordinate, 'r--', 'LineWidth', 2);
end
hold off;
% Save the figure to the selected output directory
output_image_path = fullfile(outputFolderDIR, imageFileName);
saveas(fig_to_save, output_image_path);
close(fig_to_save); % Close the invisible figure
end
% Display progress to the user
remaining = length(im_files) - j;
disp(['Number of images remaining to process: ' num2str(remaining)])
if stop_processing
disp('User stopped the process.');
break
end
end
%% --------------------- EXPORT TO JSON FILE ---------------------
if ~isempty(fieldnames(allFramesData))
jsonText = jsonencode(allFramesData, "PrettyPrint", true);
promptMessage = 'Save the collected bubble data to a JSON file?';
titleBarCaption = 'Export Data';
button = questdlg(promptMessage, titleBarCaption, 'Save', 'Do Not Save', 'Save');
if strcmpi(button, 'Save')
% --- CHANGE: Save JSON to the selected output directory ---
json_output_path = fullfile(outputFolderDIR, output_json_filename);
fileID = fopen(json_output_path, 'w');
fprintf(fileID, jsonText);
fclose(fileID);
disp(['Data successfully saved to: ' json_output_path]);
else
disp('Data not saved.');
end
end
disp('Annotation process finished.');
%% #################### LOCAL FUNCTION: drawROI (Unchanged) ####################
function [stop_define, imageBubblesData] = drawROI(imageFolderDIR, imageFileName)
stop_define = false;
ImageFile = fullfile(imageFolderDIR, imageFileName);
I = imread(ImageFile);
if size(I, 3) == 3
I = rgb2gray(I);
end
regionsOfInterests = struct;
fig = figure(1);
imshow(I);
title({imageFileName, 'Left-click to draw; Keyboard backspace to undo a click point; Double-click to finish a bubble.'}, 'Interpreter', 'none');
hold on;
while true
roi = drawpolygon('Color','g');
xi = round(roi.Position(:,1));
yi = round(roi.Position(:,2));
plot(xi, yi, 'r--', 'LineWidth', 2);
num_regions = length(fieldnames(regionsOfInterests)) + 1;
bubble_name = ['b' sprintf('%04d', num_regions)];
bubble_data = struct('x_coordinate', xi, 'y_coordinate', yi);
regionsOfInterests.(bubble_name) = bubble_data;
promptMessage = 'What to do next?';
titleBarCaption = 'Action';
choices = {'Define more', 'Redefine last bubble', 'Reset all', 'Next image', 'Stop defining'};
[indx, tf] = listdlg('PromptString', promptMessage, ...
'SelectionMode', 'single', ...
'ListString', choices, ...
'Name', titleBarCaption, ...
'ListSize', [250, 120]);
if ~tf
choice = 'Next image';
else
choice = choices{indx};
end
switch choice
case 'Define more'
continue;
case 'Redefine last bubble'
disp('Removing the last drawn bubble.');
bubble_names = fieldnames(regionsOfInterests);
if ~isempty(bubble_names)
last_bubble_name = bubble_names{end};
regionsOfInterests = rmfield(regionsOfInterests, last_bubble_name);
cla;
imshow(I);
title({imageFileName, 'REDEFINE LAST: Left-click to draw, Double-click to finish.'}, 'Interpreter', 'none');
hold on;
remaining_bubble_names = fieldnames(regionsOfInterests);
for i = 1:length(remaining_bubble_names)
bubble_data = regionsOfInterests.(remaining_bubble_names{i});
plot(bubble_data.x_coordinate, bubble_data.y_coordinate, 'r--', 'LineWidth', 2);
end
else
disp('No bubbles to redefine.');
end
continue;
case 'Reset all'
disp('Clearing all bubbles for this image. Please start again.');
regionsOfInterests = struct;
cla;
imshow(I);
title({imageFileName, 'RESET: Left-click to draw, Double-click to finish.'}, 'Interpreter', 'none');
continue;
case 'Next image'
break;
case 'Stop defining'
stop_define = true;
break;
end
end
close(fig);
imageBubblesData = struct;
imageBubblesData.FileName = imageFileName;
imageBubblesData.Bubbles = regionsOfInterests;
end |