adding a universal OpenCV based annotation tool for cascade classifier training

pull/3653/head
StevenPuttemans 10 years ago
parent c1252a1089
commit 30d46313ec
  1. 191
      apps/annotation/opencv_annotation.cpp

@ -0,0 +1,191 @@
/*****************************************************************************************************
USAGE:
./opencv_annotation -images <folder location> -annotations <ouput file>
Created by: Puttemans Steven
*****************************************************************************************************/
#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <fstream>
#include <iostream>
using namespace std;
using namespace cv;
// 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;
// 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 flag, void* param)
{
// Action when left button is clicked
if(event == CV_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
if((event == CV_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 : snippet to convert an integer value to a string using a clean function
// instead of creating a stringstream each time inside the main code
string int2string(int num)
{
stringstream temp_stream;
temp_stream << num;
return temp_stream.str();
}
// FUNCTION : given an image containing positive object instances, add all the object
// annotations to a known stringstream
void get_annotations(Mat input_image, stringstream* output_stream)
{
// Make it possible to exit the annotation
bool stop = false;
// Reset the num_of_rec element at each iteration
// Make sure the global image is set to the current image
num_of_rec = 0;
image = input_image;
// Init window interface and couple mouse actions
namedWindow(window_name, WINDOW_AUTOSIZE);
setMouseCallback(window_name, on_mouse);
imshow(window_name, image);
stringstream temp_stream;
int key_pressed = 0;
do
{
// 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
// <ESC> = 27 exit program
key_pressed = waitKey(0);
switch( key_pressed )
{
case 27:
destroyWindow(window_name);
stop = true;
case 99:
// Add a rectangle to the list
num_of_rec++;
// Draw initiated from top left corner
if(roi_x0<roi_x1 && roi_y0<roi_y1)
{
temp_stream << " " << int2string(roi_x0) << " " << int2string(roi_y0) << " " << int2string(roi_x1-roi_x0) << " " << int2string(roi_y1-roi_y0);
}
// Draw initiated from bottom right corner
if(roi_x0>roi_x1 && roi_y0>roi_y1)
{
temp_stream << " " << int2string(roi_x1) << " " << int2string(roi_y1) << " " << int2string(roi_x0-roi_x1) << " " << int2string(roi_y0-roi_y1);
}
// Draw initiated from top right corner
if(roi_x0>roi_x1 && roi_y0<roi_y1)
{
temp_stream << " " << int2string(roi_x1) << " " << int2string(roi_y0) << " " << int2string(roi_x0-roi_x1) << " " << int2string(roi_y1-roi_y0);
}
// Draw initiated from bottom left corner
if(roi_x0<roi_x1 && roi_y0>roi_y1)
{
temp_stream << " " << int2string(roi_x0) << " " << int2string(roi_y1) << " " << int2string(roi_x1-roi_x0) << " " << int2string(roi_y0-roi_y1);
}
rectangle(input_image, Point(roi_x0,roi_y0), Point(roi_x1,roi_y1), Scalar(0,255,0), 1);
break;
}
// Check if escape has been pressed
if(stop)
{
break;
}
}
// Continue as long as the next image key has not been pressed
while(key_pressed != 110);
// If there are annotations AND the next image key is pressed
// Write the image annotations to the file
if(num_of_rec>0 && key_pressed==110)
{
*output_stream << " " << num_of_rec << temp_stream.str() << endl;
}
// Close down the window
destroyWindow(window_name);
}
int main( int argc, const char** argv )
{
// Read in the input arguments
string image_folder;
string annotations;
for(int i = 1; i < argc; ++i )
{
if( !strcmp( argv[i], "-images" ) )
{
image_folder = argv[++i];
}
else if( !strcmp( argv[i], "-annotations" ) )
{
annotations = argv[++i];
}
}
// Create the outputfilestream
ofstream output(annotations.c_str());
// Return the image filenames inside the image folder
vector<String> filenames;
String folder(image_folder);
glob(folder, filenames);
// 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 (int i = 0; i < filenames.size(); i++){
// Read in an image
Mat current_image = imread(filenames[i]);
// Perform annotations & generate corresponding output
stringstream output_stream;
get_annotations(current_image, &output_stream);
// Store the annotations, write to the output file
if (output_stream.str() != ""){
output << filenames[i] << output_stream.str();
}
}
return 0;
}
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