| Es++ Sample: SimpleBlobDetector |

/******************************************************************************
*
* Copyright (c) 2017 Antillia.com TOSHIYUKI ARAI. ALL RIGHTS RESERVED.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
* 1. Redistributions of source code must retain the above copyright
* notice, this list of conditions, and the following disclaimer.
*
* 2. The name of the author may not be used to endorse or promote products
* derived from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``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.
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* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
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* WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR
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*
* SimpleBlobDetector.cpp
*
*****************************************************************************/
#include <es++/gtkmm-3.0/Application.h>
#include <es++/gtkmm-3.0/Label.h>
#include <es++/gtkmm-3.0/LabeledTrackBar.h>
#include <es++/gtkmm-3.0/FileOpenDialog.h>
#include <es++/opencv-4.0/OpenCVMainView.h>
#include <es++/opencv-4.0/OpenCVScrolledImageView.h>
#include <es++/opencv-4.0/OpenCVScaleComboBox.h>
using namespace Gtk;
namespace Es {
class MainView :public Es::OpenCVMainView {
private:
///////////////////////////////////////////////////////
//Inner classes start.
class OriginalImageView :public Es::OpenCVScrolledImageView {
public:
OriginalImageView()
{
}
void rescale(int scaling_ratio)
{
OpenCVScrolledImageView::scaleImage(scaling_ratio);
}
};
class DetectedImageView :public Es::OpenCVScrolledImageView {
private:
cv::Mat detected_image;
cv::Mat gray_image;
public:
DetectedImageView()
{
}
void loadImage(const std::string& filename,
int imageLoadingFlag= CV_LOAD_IMAGE_COLOR,
int scaling_ratio=100)
{
OpenCVScrolledImageView::loadImage(filename, imageLoadingFlag,
scaling_ratio);
cv::Mat& original_image = getOriginalImage();
cv::cvtColor(original_image, gray_image, cv::COLOR_BGR2GRAY);
detected_image = gray_image.clone();
scaleImage(detected_image, scaling_ratio);
}
void detect(int min_dist_between_blobs, int min_area_size,
int max_area_size, int scaling_ratio)
{
try {
cv::SimpleBlobDetector::Params params;
params.thresholdStep = 10.0;
params.minThreshold = 50.0;
params.maxThreshold = 220.0;
params.filterByArea = true;
params.minArea = min_area_size;
params.maxArea = max_area_size;
params.filterByColor = true;
params.blobColor = 0;
params.filterByCircularity = true;
params.minCircularity = 0.5;
params.filterByConvexity = true;
params.minConvexity = 0.8;
params.filterByInertia = true;
params.minInertiaRatio = 0.1;
params.minRepeatability = 2.0;
params.minDistBetweenBlobs= 5.0;
params.minDistBetweenBlobs= (double)min_dist_between_blobs;
Ptr<SimpleBlobDetector> detector = SimpleBlobDetector::create(params);
std::vector<KeyPoint> keypoints;
detector->detect(gray_image, keypoints);
drawKeypoints(gray_image, keypoints,
detected_image, CV_RGB(255, 0, 0),
DrawMatchesFlags::DRAW_RICH_KEYPOINTS );
scaleImage(detected_image, scaling_ratio);
} catch (cv::Exception& ex) {
}
}
void rescale(int scaling_ratio)
{
OpenCVScrolledImageView::scaleImage(detected_image, scaling_ratio);
}
};
// Inner classes end.
///////////////////////////////////////////////////////
Es::Label filepath;
Es::HorizontalLayout horiz_layout;
Es::VerticalLayout control_pane;
OriginalImageView original_image;
DetectedImageView detected_image;
int loading_flag;
static const int TEMPLATE_WINDOW_SIZE_MAX = 31;
static const int SEARCH_WINDOW_SIZE_MAX = 31;
static const int H_PARAMETER_MAX = 31;
Es::OpenCVScaleComboBox scale_combobox;
Es::LabeledTrackBar min_dist_between_blobs_trackbar;
int min_dist_between_blobs;
Es::LabeledTrackBar min_area_size_trackbar;
int min_area_size;
Es::LabeledTrackBar max_area_size_trackbar;
int max_area_size;
int scaling_ratio; //Percentage.
static const int CONTROLPANE_WIDTH = 180;
std::string filename;
Es::FileOpenDialog file_dialog;
public:
//////////////////////////////////////////////
//Constructor
//
MainView(Es::Application& applet,
std::string& name,
Es::Args& args)
:OpenCVMainView(applet, name, args)
,scaling_ratio(100) //100%
,file_dialog(*this, Es::FileOpenDialog::IMAGE_FILES)
{
int w = (int)args.get(XmNwidth);
int h = (int)args.get(XmNheight);
int ratio = (int)args.get(XmNscalingRatio);
scaling_ratio = OpenCVImageView::validateScale(ratio);
Es::MainLayout& main_layout = get_main_layout();
main_layout.pack_start(filepath, FALSE, FALSE, 0);
main_layout.pack_start(horiz_layout);
filename = "../../images/cat.jpg";
filepath.set_label(filename);
int ww = (w - CONTROLPANE_WIDTH)/2;
filepath.set_size_request(w, 30);
original_image.set_size_request(ww, h);
detected_image.set_size_request(ww, h);
control_pane.set_size_request( CONTROLPANE_WIDTH, h);
horiz_layout.pack_start(original_image);
horiz_layout.pack_start(detected_image);
horiz_layout.pack_start(control_pane, FALSE, FALSE, 0);
scale_combobox.set_selection(scaling_ratio);
min_dist_between_blobs = 9;
min_dist_between_blobs_trackbar.set_label("MinDistanceBetweenBlobs:[5,100]");
min_dist_between_blobs_trackbar.configure_adjuster((double)min_dist_between_blobs, 5.0f, 100.0f);
min_dist_between_blobs_trackbar.set_value_changed_callback(
sigc::mem_fun(*this, &MainView::min_dist_between_blobs_value_changed) );
min_area_size = 15;
min_area_size_trackbar.set_label("MinAreaSize:[1,100]");
min_area_size_trackbar.configure_adjuster((double)min_area_size, 1.0f, 100.0f);
min_area_size_trackbar.set_value_changed_callback(
sigc::mem_fun(*this, &MainView::min_area_size_value_changed) );
max_area_size = 130;
max_area_size_trackbar.set_label("MaxAreaSize:[100,2000]");
max_area_size_trackbar.configure_adjuster((double)max_area_size, 100.0f, 2000.0f);
max_area_size_trackbar.set_value_changed_callback(
sigc::mem_fun(*this, &MainView::max_area_size_value_changed) );
control_pane.set_spacing(20);
control_pane.pack_start(scale_combobox, Gtk::PACK_SHRINK);
control_pane.pack_start(min_dist_between_blobs_trackbar, Gtk::PACK_SHRINK);
control_pane.pack_start(min_area_size_trackbar, Gtk::PACK_SHRINK);
control_pane.pack_start(max_area_size_trackbar, Gtk::PACK_SHRINK);
scale_combobox.set_changed_callback(
sigc::mem_fun(*this, &MainView::scale_changed) );
loading_flag = IMREAD_COLOR;
original_image.loadImage(filename, loading_flag, scaling_ratio);
detected_image.loadImage(filename, loading_flag, scaling_ratio);
detected_image.detect(min_dist_between_blobs, min_area_size, max_area_size, scaling_ratio);
show_all();
}
void scale_changed()
{
std::string scale = scale_combobox.get_active_text();
printf("scale_changed %s\n", scale.c_str());
scaling_ratio = scale_combobox.get_selection();
original_image.rescale(scaling_ratio);
detected_image.rescale(scaling_ratio);
}
void min_dist_between_blobs_value_changed()
{
min_dist_between_blobs = (int)min_dist_between_blobs_trackbar.get_value();
detected_image.detect(min_dist_between_blobs, min_area_size, max_area_size, scaling_ratio);
}
void min_area_size_value_changed()
{
min_area_size = (int)min_area_size_trackbar.get_value();
detected_image.detect(min_dist_between_blobs, min_area_size, max_area_size, scaling_ratio);
}
void max_area_size_value_changed()
{
max_area_size = (int)max_area_size_trackbar.get_value();
detected_image.detect(min_dist_between_blobs, min_area_size, max_area_size, scaling_ratio);
}
void file_open()
{
int rc = file_dialog.popup();
if (rc == Gtk::RESPONSE_OK) {
const std::string filename = file_dialog.get_filename();
filepath.set_label(filename);
original_image.loadImage(filename, loading_flag, scaling_ratio);
detected_image.loadImage(filename, loading_flag, scaling_ratio);
detected_image.detect(min_dist_between_blobs, min_area_size, max_area_size, scaling_ratio);
}
}
};
}
int main(int argc, char** argv)
{
Es::Environment env;
try {
std::string name = argv[0];
Es::Application applet(argc, argv);
Es::Args args;
args.set(XmNx, 20);
args.set(XmNy, 40);
args.set(XmNwidth, 900);
args.set(XmNheight, 400);
args.set(XmNscalingRatio, 100); //100%
Es::MainView mainv(applet, name, args);
mainv.show();
applet.run(mainv);
} catch (Es::Exception& ex) {
caught(ex);
} catch (...) {
printf("Get exception \n");
}
return 0;
}