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Header header | ||
float32[] histogram |
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#! /usr/bin/env python | ||
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PACKAGE='jsk_perception' | ||
try: | ||
import imp | ||
imp.find_module(PACKAGE) | ||
from dynamic_reconfigure.parameter_generator_catkin import * | ||
except: | ||
import roslib; roslib.load_manifest(PACKAGE) | ||
from dynamic_reconfigure.parameter_generator import * | ||
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gen = ParameterGenerator() | ||
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gen.add("red_histogram_bin", int_t, 0, "the size of the bin for red", 1, 10, 256) | ||
gen.add("green_histogram_bin", int_t, 0, "the size of the bin for green", 1, 10, 256) | ||
gen.add("blue_histogram_bin", int_t, 0, "the size of the bin for blue", 1, 10, 256) | ||
gen.add("hue_histogram_bin", int_t, 0, "the size of the bin for hue", 1, 10, 180) | ||
gen.add("saturation_histogram_bin", int_t, 0, "the size of the bin for saturatoin", 1, 10, 256) | ||
gen.add("intensity_histogram_bin", int_t, 0, "the size of the bin for intensity", 1, 10, 256) | ||
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exit(gen.generate(PACKAGE, "color_histogram", "ColorHistogram")) |
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<launch> | ||
<node pkg="usb_cam" type="usb_cam_node" name="usb_cam" /> | ||
<node pkg="jsk_perception" type="color_histogram" name="color_histogram"> | ||
<remap from="image" to="/usb_cam/image_raw" /> | ||
</node> | ||
<node pkg="image_view2" type="image_view2" name="image_view2"> | ||
<remap from="image" to="/usb_cam/image_raw" /> | ||
</node> | ||
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<node pkg="jsk_rqt_plugins" type="rqt_histogram_plot" name="red_histogram" | ||
args="/usb_cam/image_raw/red_histogram/histogram"/> | ||
<node pkg="jsk_rqt_plugins" type="rqt_histogram_plot" name="hue_histogram" | ||
args="/usb_cam/image_raw/hue_histogram/histogram"/> | ||
</launch> |
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// -*- mode: C++ -*- | ||
/********************************************************************* | ||
* Software License Agreement (BSD License) | ||
* | ||
* Copyright (c) 2014, JSK Lab | ||
* All rights reserved. | ||
* | ||
* Redistribution and use in source and binary forms, with or without | ||
* modification, are permitted provided that the following conditions | ||
* are met: | ||
* | ||
* * Redistributions of source code must retain the above copyright | ||
* notice, this list of conditions and the following disclaimer. | ||
* * Redistributions in binary form must reproduce the above | ||
* copyright notice, this list of conditions and the following | ||
* disclaimer in the documentation and/o2r other materials provided | ||
* with the distribution. | ||
* * Neither the name of the Willow Garage nor the names of its | ||
* contributors may 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 | ||
* COPYRIGHT OWNER 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. | ||
*********************************************************************/ | ||
#include <ros/ros.h> | ||
#include <nodelet/nodelet.h> | ||
#include <geometry_msgs/PolygonStamped.h> | ||
#include <jsk_pcl_ros/ColorHistogram.h> | ||
#include <sensor_msgs/image_encodings.h> | ||
#include <cv_bridge/cv_bridge.h> | ||
#include <image_transport/image_transport.h> | ||
#include <image_transport/subscriber_filter.h> | ||
#include <message_filters/subscriber.h> | ||
#include <message_filters/synchronizer.h> | ||
#include <message_filters/sync_policies/exact_time.h> | ||
#include <message_filters/sync_policies/approximate_time.h> | ||
#include <dynamic_reconfigure/server.h> | ||
#include <jsk_perception/ColorHistogramConfig.h> | ||
#include "opencv2/highgui/highgui.hpp" | ||
#include "opencv2/imgproc/imgproc.hpp" | ||
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namespace jsk_perception | ||
{ | ||
class ColorHistogram: public nodelet::Nodelet | ||
{ | ||
public: | ||
typedef message_filters::sync_policies::ApproximateTime< sensor_msgs::Image, | ||
geometry_msgs::PolygonStamped > SyncPolicy; | ||
typedef jsk_perception::ColorHistogramConfig Config; | ||
protected: | ||
boost::shared_ptr<message_filters::Synchronizer<SyncPolicy> > sync_; | ||
boost::shared_ptr<dynamic_reconfigure::Server<Config> > srv_; | ||
image_transport::SubscriberFilter image_sub_; | ||
message_filters::Subscriber<geometry_msgs::PolygonStamped> rectangle_sub_; | ||
ros::NodeHandle nh_, pnh_; | ||
boost::shared_ptr<image_transport::ImageTransport> it_; | ||
ros::Publisher b_hist_pub_, r_hist_pub_, g_hist_pub_, | ||
h_hist_pub_, s_hist_pub_, i_hist_pub_; | ||
int b_hist_size_, r_hist_size_, g_hist_size_, | ||
h_hist_size_, s_hist_size_, i_hist_size_; | ||
boost::mutex mutex_; | ||
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void configCallback(Config &new_config, uint32_t level) | ||
{ | ||
boost::mutex::scoped_lock(mutex_); | ||
b_hist_size_ = new_config.blue_histogram_bin; | ||
g_hist_size_ = new_config.green_histogram_bin; | ||
r_hist_size_ = new_config.red_histogram_bin; | ||
h_hist_size_ = new_config.hue_histogram_bin; | ||
s_hist_size_ = new_config.saturation_histogram_bin; | ||
i_hist_size_ = new_config.intensity_histogram_bin; | ||
} | ||
virtual void onInit() | ||
{ | ||
nh_ = ros::NodeHandle(getNodeHandle(), "image"); | ||
pnh_ = ros::NodeHandle("~"); | ||
b_hist_size_ = r_hist_size_ = g_hist_size_ = h_hist_size_ = s_hist_size_ = i_hist_size_ = 512; | ||
b_hist_pub_ = nh_.advertise<jsk_pcl_ros::ColorHistogram>("blue_histogram", 1); | ||
g_hist_pub_ = nh_.advertise<jsk_pcl_ros::ColorHistogram>("green_histogram", 1); | ||
r_hist_pub_ = nh_.advertise<jsk_pcl_ros::ColorHistogram>("red_histogram", 1); | ||
h_hist_pub_ = nh_.advertise<jsk_pcl_ros::ColorHistogram>("hue_histogram", 1); | ||
s_hist_pub_ = nh_.advertise<jsk_pcl_ros::ColorHistogram>("saturation_histogram", 1); | ||
i_hist_pub_ = nh_.advertise<jsk_pcl_ros::ColorHistogram>("intensity_histogram", 1); | ||
srv_ = boost::make_shared <dynamic_reconfigure::Server<Config> > (pnh_); | ||
dynamic_reconfigure::Server<Config>::CallbackType f = | ||
boost::bind (&ColorHistogram::configCallback, this, _1, _2); | ||
srv_->setCallback (f); | ||
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it_.reset(new image_transport::ImageTransport(nh_)); | ||
image_sub_.subscribe(*it_, "", 1); | ||
rectangle_sub_.subscribe(nh_, "screenrectangle", 1); | ||
sync_ = boost::make_shared<message_filters::Synchronizer<SyncPolicy> >(10); | ||
sync_->connectInput(image_sub_, rectangle_sub_); | ||
sync_->registerCallback(boost::bind(&ColorHistogram::extract, this, _1, _2)); | ||
} | ||
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virtual void convertHistogramToMsg(const cv::Mat& hist, | ||
int size, | ||
jsk_pcl_ros::ColorHistogram& msg) | ||
{ | ||
msg.histogram.clear(); | ||
for (int i = 0; i < size; i++) { | ||
float val = hist.at<float>(0, i); | ||
msg.histogram.push_back(val); | ||
} | ||
} | ||
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virtual void processBGR(const cv::Mat& bgr_image, const std_msgs::Header& header) | ||
{ | ||
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float range[] = { 0, 256 } ; | ||
const float* histRange = { range }; | ||
cv::MatND b_hist, g_hist, r_hist; | ||
bool uniform = true; bool accumulate = false; | ||
std::vector<cv::Mat> bgr_planes; | ||
split( bgr_image, bgr_planes ); | ||
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cv::calcHist( &bgr_planes[0], 1, 0, cv::Mat(), b_hist, 1, &b_hist_size_, &histRange, uniform, accumulate ); | ||
cv::calcHist( &bgr_planes[1], 1, 0, cv::Mat(), g_hist, 1, &g_hist_size_, &histRange, uniform, accumulate ); | ||
cv::calcHist( &bgr_planes[2], 1, 0, cv::Mat(), r_hist, 1, &r_hist_size_, &histRange, uniform, accumulate ); | ||
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jsk_pcl_ros::ColorHistogram b_histogram; | ||
b_histogram.header = header; | ||
convertHistogramToMsg(b_hist, b_hist_size_, b_histogram); | ||
b_hist_pub_.publish(b_histogram); | ||
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jsk_pcl_ros::ColorHistogram g_histogram; | ||
g_histogram.header = header; | ||
convertHistogramToMsg(g_hist, g_hist_size_, g_histogram); | ||
g_hist_pub_.publish(g_histogram); | ||
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jsk_pcl_ros::ColorHistogram r_histogram; | ||
r_histogram.header = header; | ||
convertHistogramToMsg(r_hist, r_hist_size_, r_histogram); | ||
r_hist_pub_.publish(r_histogram); | ||
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} | ||
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virtual void processHSI(const cv::Mat& bgr_image, const std_msgs::Header& header) | ||
{ | ||
cv::Mat hsi_image; | ||
cv::cvtColor(bgr_image, hsi_image, CV_BGR2HSV); | ||
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float range[] = { 0, 256 } ; | ||
const float* histRange = { range }; | ||
float h_range[] = { 0, 180 } ; | ||
const float* h_histRange = { h_range }; | ||
cv::MatND h_hist, s_hist, i_hist; | ||
bool uniform = true; bool accumulate = false; | ||
std::vector<cv::Mat> hsi_planes; | ||
split( hsi_image, hsi_planes ); | ||
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cv::calcHist( &hsi_planes[0], 1, 0, cv::Mat(), h_hist, 1, &h_hist_size_, &h_histRange, uniform, accumulate ); | ||
cv::calcHist( &hsi_planes[1], 1, 0, cv::Mat(), s_hist, 1, &s_hist_size_, &histRange, uniform, accumulate ); | ||
cv::calcHist( &hsi_planes[2], 1, 0, cv::Mat(), i_hist, 1, &i_hist_size_, &histRange, uniform, accumulate ); | ||
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jsk_pcl_ros::ColorHistogram h_histogram; | ||
h_histogram.header = header; | ||
convertHistogramToMsg(h_hist, h_hist_size_, h_histogram); | ||
h_hist_pub_.publish(h_histogram); | ||
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jsk_pcl_ros::ColorHistogram s_histogram; | ||
s_histogram.header = header; | ||
convertHistogramToMsg(s_hist, s_hist_size_, s_histogram); | ||
s_hist_pub_.publish(s_histogram); | ||
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jsk_pcl_ros::ColorHistogram i_histogram; | ||
i_histogram.header = header; | ||
convertHistogramToMsg(i_hist, i_hist_size_, i_histogram); | ||
i_hist_pub_.publish(i_histogram); | ||
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} | ||
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virtual void extract(const sensor_msgs::Image::ConstPtr& image, | ||
const geometry_msgs::PolygonStamped::ConstPtr& rectangle) | ||
{ | ||
boost::mutex::scoped_lock(mutex_); | ||
try | ||
{ | ||
cv_bridge::CvImagePtr cv_ptr; | ||
cv_ptr = cv_bridge::toCvCopy(image, sensor_msgs::image_encodings::BGR8); | ||
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int larger_x_index = rectangle->polygon.points[0].x > rectangle->polygon.points[1].x? 0: 1; | ||
int larger_y_index = rectangle->polygon.points[0].y > rectangle->polygon.points[1].y? 0: 1; | ||
int smaller_x_index = rectangle->polygon.points[0].x < rectangle->polygon.points[1].x? 0: 1; | ||
int smaller_y_index = rectangle->polygon.points[0].y < rectangle->polygon.points[1].y? 0: 1; | ||
cv::Rect roi(rectangle->polygon.points[smaller_x_index].x, | ||
rectangle->polygon.points[smaller_y_index].y, | ||
rectangle->polygon.points[larger_x_index].x - rectangle->polygon.points[smaller_x_index].x, | ||
rectangle->polygon.points[larger_y_index].y - rectangle->polygon.points[smaller_y_index].y); | ||
cv::Mat bgr_image = cv_ptr->image(roi); | ||
processBGR(bgr_image, image->header); | ||
processHSI(bgr_image, image->header); | ||
} | ||
catch (cv_bridge::Exception& e) | ||
{ | ||
NODELET_ERROR("cv_bridge exception: %s", e.what()); | ||
return; | ||
} | ||
} | ||
private: | ||
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}; | ||
} | ||
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#include <pluginlib/class_list_macros.h> | ||
typedef jsk_perception::ColorHistogram ColorHistogram; | ||
PLUGINLIB_DECLARE_CLASS (jsk_perception, ColorHistogram, ColorHistogram, nodelet::Nodelet); |