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