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- ////////////////////////////////////////////////////////////////////////////////////////
- //
- // IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
- //
- // By downloading, copying, installing or using the software you agree to this license.
- // If you do not agree to this license, do not download, install,
- // copy or use the software.
- //
- //
- // License Agreement
- // For Open Source Computer Vision Library
- //
- // Copyright (C) 2000-2008, Intel Corporation, all rights reserved.
- // Copyright (C) 2009, Willow Garage Inc., all rights reserved.
- // Copyright (C) 2013, OpenCV Foundation, all rights reserved.
- // Third party copyrights are property of their respective owners.
- //
- // Redistribution and use in source and binary forms, with or without modification,
- // are permitted provided that the following conditions are met:
- //
- // * Redistribution's of source code must retain the above copyright notice,
- // this list of conditions and the following disclaimer.
- //
- // * Redistribution's in binary form must reproduce the above copyright notice,
- // this list of conditions and the following disclaimer in the documentation
- // and/or other materials provided with the distribution.
- //
- // * The name of the copyright holders may not be used to endorse or promote products
- // derived from this software without specific prior written permission.
- //
- // This software is provided by the copyright holders and contributors "as is" and
- // any express or implied warranties, including, but not limited to, the implied
- // warranties of merchantability and fitness for a particular purpose are disclaimed.
- // In no event shall the Intel Corporation or contributors be liable for any direct,
- // indirect, incidental, special, exemplary, or consequential damages
- // (including, but not limited to, procurement of substitute goods or services;
- // loss of use, data, or profits; or business interruption) however caused
- // and on any theory of liability, whether in contract, strict liability,
- // or tort (including negligence or otherwise) arising in any way out of
- // the use of this software, even if advised of the possibility of such damage.
- //
- ////////////////////////////////////////////////////////////////////////////////////////
- /*****************************************************************************************************
- USAGE:
- ./opencv_annotation -images <folder location> -annotations <output file>
- Created by: Puttemans Steven - February 2015
- Adapted by: Puttemans Steven - April 2016 - Vectorize the process to enable better processing
- + early leave and store by pressing an ESC key
- + enable delete `d` button, to remove last annotation
- *****************************************************************************************************/
- #include <opencv2/core.hpp>
- #include <opencv2/highgui.hpp>
- #include <opencv2/imgcodecs.hpp>
- #include <opencv2/videoio.hpp>
- #include <opencv2/imgproc.hpp>
- #include <fstream>
- #include <iostream>
- #include <map>
- using namespace std;
- using namespace cv;
- // Function prototypes
- void on_mouse(int, int, int, int, void*);
- vector<Rect> get_annotations(Mat);
- // Public parameters
- Mat image;
- int roi_x0 = 0, roi_y0 = 0, roi_x1 = 0, roi_y1 = 0, num_of_rec = 0;
- bool start_draw = false, stop = false;
- // Window name for visualisation purposes
- const string window_name = "OpenCV Based Annotation Tool";
- // FUNCTION : Mouse response for selecting objects in images
- // If left button is clicked, start drawing a rectangle as long as mouse moves
- // Stop drawing once a new left click is detected by the on_mouse function
- void on_mouse(int event, int x, int y, int , void * )
- {
- // Action when left button is clicked
- if(event == EVENT_LBUTTONDOWN)
- {
- if(!start_draw)
- {
- roi_x0 = x;
- roi_y0 = y;
- start_draw = true;
- } else {
- roi_x1 = x;
- roi_y1 = y;
- start_draw = false;
- }
- }
- // Action when mouse is moving and drawing is enabled
- if((event == EVENT_MOUSEMOVE) && start_draw)
- {
- // Redraw bounding box for annotation
- Mat current_view;
- image.copyTo(current_view);
- rectangle(current_view, Point(roi_x0,roi_y0), Point(x,y), Scalar(0,0,255));
- imshow(window_name, current_view);
- }
- }
- // FUNCTION : returns a vector of Rect objects given an image containing positive object instances
- vector<Rect> get_annotations(Mat input_image)
- {
- vector<Rect> current_annotations;
- // Make it possible to exit the annotation process
- stop = false;
- // Init window interface and couple mouse actions
- namedWindow(window_name, WINDOW_AUTOSIZE);
- setMouseCallback(window_name, on_mouse);
- image = input_image;
- imshow(window_name, image);
- int key_pressed = 0;
- do
- {
- // Get a temporary image clone
- Mat temp_image = input_image.clone();
- Rect currentRect(0, 0, 0, 0);
- // Keys for processing
- // You need to select one for confirming a selection and one to continue to the next image
- // Based on the universal ASCII code of the keystroke: http://www.asciitable.com/
- // c = 99 add rectangle to current image
- // n = 110 save added rectangles and show next image
- // d = 100 delete the last annotation made
- // <ESC> = 27 exit program
- key_pressed = 0xFF & waitKey(0);
- switch( key_pressed )
- {
- case 27:
- stop = true;
- break;
- case 99:
- // Draw initiated from top left corner
- if(roi_x0<roi_x1 && roi_y0<roi_y1)
- {
- currentRect.x = roi_x0;
- currentRect.y = roi_y0;
- currentRect.width = roi_x1-roi_x0;
- currentRect.height = roi_y1-roi_y0;
- }
- // Draw initiated from bottom right corner
- if(roi_x0>roi_x1 && roi_y0>roi_y1)
- {
- currentRect.x = roi_x1;
- currentRect.y = roi_y1;
- currentRect.width = roi_x0-roi_x1;
- currentRect.height = roi_y0-roi_y1;
- }
- // Draw initiated from top right corner
- if(roi_x0>roi_x1 && roi_y0<roi_y1)
- {
- currentRect.x = roi_x1;
- currentRect.y = roi_y0;
- currentRect.width = roi_x0-roi_x1;
- currentRect.height = roi_y1-roi_y0;
- }
- // Draw initiated from bottom left corner
- if(roi_x0<roi_x1 && roi_y0>roi_y1)
- {
- currentRect.x = roi_x0;
- currentRect.y = roi_y1;
- currentRect.width = roi_x1-roi_x0;
- currentRect.height = roi_y0-roi_y1;
- }
- // Draw the rectangle on the canvas
- // Add the rectangle to the vector of annotations
- current_annotations.push_back(currentRect);
- break;
- case 100:
- // Remove the last annotation
- if(current_annotations.size() > 0){
- current_annotations.pop_back();
- }
- break;
- default:
- // Default case --> do nothing at all
- // Other keystrokes can simply be ignored
- break;
- }
- // Check if escape has been pressed
- if(stop)
- {
- break;
- }
- // Draw all the current rectangles onto the top image and make sure that the global image is linked
- for(int i=0; i < (int)current_annotations.size(); i++){
- rectangle(temp_image, current_annotations[i], Scalar(0,255,0), 1);
- }
- image = temp_image;
- // Force an explicit redraw of the canvas --> necessary to visualize delete correctly
- imshow(window_name, image);
- }
- // Continue as long as the next image key has not been pressed
- while(key_pressed != 110);
- // Close down the window
- destroyWindow(window_name);
- // Return the data
- return current_annotations;
- }
- int main( int argc, const char** argv )
- {
- // Use the cmdlineparser to process input arguments
- CommandLineParser parser(argc, argv,
- "{ help h usage ? | | show this message }"
- "{ images i | | (required) path to image folder [example - /data/testimages/] }"
- "{ annotations a | | (required) path to annotations txt file [example - /data/annotations.txt] }"
- "{ maxWindowHeight m | -1 | (optional) images larger in height than this value will be scaled down }"
- "{ resizeFactor r | 2 | (optional) factor for scaling down [default = half the size] }"
- );
- // Read in the input arguments
- if (parser.has("help")){
- parser.printMessage();
- cerr << "TIP: Use absolute paths to avoid any problems with the software!" << endl;
- return 0;
- }
- string image_folder(parser.get<string>("images"));
- string annotations_file(parser.get<string>("annotations"));
- if (image_folder.empty() || annotations_file.empty()){
- parser.printMessage();
- cerr << "TIP: Use absolute paths to avoid any problems with the software!" << endl;
- return -1;
- }
- int resizeFactor = parser.get<int>("resizeFactor");
- int const maxWindowHeight = parser.get<int>("maxWindowHeight") > 0 ? parser.get<int>("maxWindowHeight") : -1;
- // Start by processing the data
- // Return the image filenames inside the image folder
- map< String, vector<Rect> > annotations;
- vector<String> filenames;
- String folder(image_folder);
- glob(folder, filenames);
- // Add key tips on how to use the software when running it
- cout << "* mark rectangles with the left mouse button," << endl;
- cout << "* press 'c' to accept a selection," << endl;
- cout << "* press 'd' to delete the latest selection," << endl;
- cout << "* press 'n' to proceed with next image," << endl;
- cout << "* press 'esc' to stop." << endl;
- // Loop through each image stored in the images folder
- // Create and temporarily store the annotations
- // At the end write everything to the annotations file
- for (size_t i = 0; i < filenames.size(); i++){
- // Read in an image
- Mat current_image = imread(filenames[i]);
- bool const resize_bool = (maxWindowHeight > 0) && (current_image.rows > maxWindowHeight);
- // Check if the image is actually read - avoid other files in the folder, because glob() takes them all
- // If not then simply skip this iteration
- if(current_image.empty()){
- continue;
- }
- if(resize_bool){
- resize(current_image, current_image, Size(current_image.cols/resizeFactor, current_image.rows/resizeFactor), 0, 0, INTER_LINEAR_EXACT);
- }
- // Perform annotations & store the result inside the vectorized structure
- // If the image was resized before, then resize the found annotations back to original dimensions
- vector<Rect> current_annotations = get_annotations(current_image);
- if(resize_bool){
- for(int j =0; j < (int)current_annotations.size(); j++){
- current_annotations[j].x = current_annotations[j].x * resizeFactor;
- current_annotations[j].y = current_annotations[j].y * resizeFactor;
- current_annotations[j].width = current_annotations[j].width * resizeFactor;
- current_annotations[j].height = current_annotations[j].height * resizeFactor;
- }
- }
- annotations[filenames[i]] = current_annotations;
- // Check if the ESC key was hit, then exit earlier then expected
- if(stop){
- break;
- }
- }
- // When all data is processed, store the data gathered inside the proper file
- // This now even gets called when the ESC button was hit to store preliminary results
- ofstream output(annotations_file.c_str());
- if ( !output.is_open() ){
- cerr << "The path for the output file contains an error and could not be opened. Please check again!" << endl;
- return 0;
- }
- // Store the annotations, write to the output file
- for(map<String, vector<Rect> >::iterator it = annotations.begin(); it != annotations.end(); it++){
- vector<Rect> &anno = it->second;
- output << it->first << " " << anno.size();
- for(size_t j=0; j < anno.size(); j++){
- Rect temp = anno[j];
- output << " " << temp.x << " " << temp.y << " " << temp.width << " " << temp.height;
- }
- output << endl;
- }
- return 0;
- }
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