//////////////////////////////////////////////////////////////////////////////////////// // // 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 -annotations 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 #include #include #include #include #include #include #include using namespace std; using namespace cv; // Function prototypes void on_mouse(int, int, int, int, void*); vector 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 get_annotations(Mat input_image) { vector 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 // = 27 exit program key_pressed = 0xFF & waitKey(0); switch( key_pressed ) { case 27: destroyWindow(window_name); stop = true; break; case 99: // Draw initiated from top left corner if(roi_x0roi_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_y0roi_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("images")); string annotations_file(parser.get("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("resizeFactor"); int const maxWindowHeight = parser.get("maxWindowHeight") > 0 ? parser.get("maxWindowHeight") : -1; // Start by processing the data // Return the image filenames inside the image folder map< String, vector > annotations; vector 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 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 >::iterator it = annotations.begin(); it != annotations.end(); it++){ vector &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; }