Datasets:
Languages:
English
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Tags:
pool-boiling
two-phase-flow
thermal-management
bubble-morphology
unsupervised-learning
principal-component-analysis
License:
| %% 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 |