diff --git a/README.md b/README.md
index 3d9eeaa..3de93dd 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,22 @@
-# ros_essentials_cpp
-This repository contains the code needed for the Udemy course entitled
-ROS For Beginners: Basics, Motion and OpenCV
-https://www.udemy.com/ros-essentials/
+# ROS For Beginners: Basics, Motion, and OpenCV - Udemy Course (ROS Noetic Version)
+
+This repository contains the source code and materials for the Udemy course **ROS For Beginners: Basics, Motion, and OpenCV**. Learn the fundamentals of the Robot Operating System (ROS) and gain practical experience in robot motion and perception using OpenCV.
+
+[](https://www.udemy.com/ros-essentials/)
+[](https://www.riotu-lab.org/udemy.php)
+
+## Package: Assignment
+
+- **topic01_basics**: ROS Basics and Foundation - Learn essential ROS concepts, such as topics, services, messages, and nodes.
+- **topic02_motion**: Motion in ROS - Apply the concepts from the basics section to control robot motion and develop various trajectories using a cleaning robot simulation.
+- **topic03_perception**: Perception in ROS - Discover how a robot perceives its environment using a camera, and how images are collected in ROS and processed in OpenCV.
+- **topic04_perception02_laser**: Arduino Integration - Learn how to use Arduino boards and sensors with ROS using the ROSSERIAL Arduino interface, enabling integration with various Arduino sensors and boards.
+
+### ROS Noetic and OpenCV4
+
+This repository is updated for ROS Noetic, which uses OpenCV4. There are some differences between OpenCV4 and the previous versions (OpenCV3) used in ROS Melodic and Kinetic. The code in this repository has been updated to compile seamlessly on a fresh installation of ROS Noetic.
+
+## Enroll in the Course
+
+To enroll in the Udemy course, visit [ROS For Beginners: Basics, Motion and OpenCV](https://www.udemy.com/ros-essentials/).
+For discount coupons, check [https://www.riotu-lab.org/udemy.php](https://www.riotu-lab.org/udemy.php).
diff --git a/include/readme b/include/readme
index e69de29..7410b5d 100644
--- a/include/readme
+++ b/include/readme
@@ -0,0 +1 @@
+Noetic version
\ No newline at end of file
diff --git a/src/topic01_basics/service/add_client.py b/src/topic01_basics/service/add_client.py
index ec46e37..704f46d 100755
--- a/src/topic01_basics/service/add_client.py
+++ b/src/topic01_basics/service/add_client.py
@@ -12,19 +12,19 @@ def add_two_ints_client(x, y):
add_two_ints = rospy.ServiceProxy('add_two_ints', AddTwoInts)
resp1 = add_two_ints(x, y)
return resp1.sum
- except rospy.ServiceException, e:
- print "Service call failed: %s"%e
+ except rospy.ServiceException(e):
+ print ("Service call failed: %s"%e)
def usage():
- return "%s [x y]"%sys.argv[0]
+ return
if __name__ == "__main__":
if len(sys.argv) == 3:
x = int(sys.argv[1])
y = int(sys.argv[2])
else:
- print usage()
+ print ("%s [x y]"%sys.argv[0])
sys.exit(1)
- print "Requesting %s+%s"%(x, y)
+ print ("Requesting %s+%s"%(x, y))
s = add_two_ints_client(x, y)
- print "%s + %s = %s"%(x, y, s)
\ No newline at end of file
+ print ("%s + %s = %s"%(x, y, s))
diff --git a/src/topic01_basics/service/add_server.py b/src/topic01_basics/service/add_server.py
index d760ce9..3951aad 100755
--- a/src/topic01_basics/service/add_server.py
+++ b/src/topic01_basics/service/add_server.py
@@ -7,14 +7,14 @@
import rospy
def handle_add_two_ints(req):
- print "Returning [%s + %s = %s]"%(req.a, req.b, (req.a + req.b))
+ print ("Returning [%s + %s = %s]"%(req.a, req.b, (req.a + req.b)))
return AddTwoIntsResponse(req.a + req.b)
def add_two_ints_server():
rospy.init_node('add_two_ints_server')
s = rospy.Service('add_two_ints', AddTwoInts, handle_add_two_ints)
- print "Ready to add two ints."
+ print ("Ready to add two ints.")
rospy.spin()
if __name__ == "__main__":
- add_two_ints_server()
\ No newline at end of file
+ add_two_ints_server()
diff --git a/src/topic02_motion/turtlesim/clean.launch b/src/topic02_motion/turtlesim/clean.launch
new file mode 100644
index 0000000..0e07114
--- /dev/null
+++ b/src/topic02_motion/turtlesim/clean.launch
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
diff --git a/src/topic02_motion/turtlesim/robot_cleaner.cpp b/src/topic02_motion/turtlesim/robot_cleaner.cpp
index 8da8587..1a28fbe 100644
--- a/src/topic02_motion/turtlesim/robot_cleaner.cpp
+++ b/src/topic02_motion/turtlesim/robot_cleaner.cpp
@@ -32,7 +32,7 @@ void setDesiredOrientation (double desired_angle_radians);
void poseCallback(const turtlesim::Pose::ConstPtr & pose_message);
void moveGoal(turtlesim::Pose goal_pose, double distance_tolerance);
void gridClean();
-void spiralClean();
+void spiralClean(double rk, double wk);
int main(int argc, char **argv)
{
@@ -47,62 +47,13 @@ int main(int argc, char **argv)
velocity_publisher = n.advertise("/turtle1/cmd_vel", 1000);
pose_subscriber = n.subscribe("/turtle1/pose", 10, poseCallback);
- //ros::Rate loop_rate(10);
-
-
-
/** test your code here **/
ROS_INFO("\n\n\n******START TESTING************\n");
- /*cout<<"enter speed: ";
- cin>>speed;
- cout<<"enter distance: ";
- cin>>distance;
- cout<<"forward?: ";
- cin>>isForward;
- move(speed, distance, isForward);
-
- cout<<"enter angular velocity (degree/sec): ";
- cin>>angular_speed;
- cout<<"enter desired angle (degrees): ";
- cin>>angle;
- cout<<"clockwise ?: ";
- cin>>clockwise;
- rotate(degrees2radians(angular_speed), degrees2radians(angle), clockwise);
- */
ros::Rate loop_rate(0.5);
- /*setDesiredOrientation(degrees2radians(120));
-
- loop_rate.sleep();
- setDesiredOrientation(degrees2radians(-60));
- loop_rate.sleep();
- setDesiredOrientation(degrees2radians(0));*/
-
- /*turtlesim::Pose goal_pose;
- goal_pose.x=1;
- goal_pose.y=1;
- goal_pose.theta=0;
- moveGoal(goal_pose, 0.01);
- loop_rate.sleep();
- */
-
//gridClean();
+ //loop.sleep();
- ros::Rate loop(0.5);
- turtlesim::Pose pose;
- pose.x=1;
- pose.y=1;
- pose.theta=0;
- moveGoal(pose, 0.01);
-
- pose.x=6;
- pose.y=6;
- pose.theta=0;
- moveGoal(pose, 0.01);
-
-
-
- loop.sleep();
- //spiralClean();
+ spiralClean(0,4);
ros::spin();
@@ -276,25 +227,15 @@ void gridClean(){
}
-void spiralClean(){
+void spiralClean(double rk, double wk){
geometry_msgs::Twist vel_msg;
- double count =0;
- double constant_speed=4;
- double vk = 1;
- double wk = 2;
- double rk = 0.5;
ros::Rate loop(1);
do{
rk=rk+1.0;
vel_msg.linear.x =rk;
- vel_msg.linear.y =0;
- vel_msg.linear.z =0;
- //set a random angular velocity in the y-axis
- vel_msg.angular.x = 0;
- vel_msg.angular.y = 0;
- vel_msg.angular.z =constant_speed;//((vk)/(0.5+rk));
+ vel_msg.angular.z =wk;
cout<<"vel_msg.linear.x = "<\n",
+ "size of the image img.size: 1350\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('In Python, an image is stored in a numpy array. Numpy is library used for scientific computing of multi-dimensional arrays and matrices.')\n",
+ "\n",
+ "print ('we can determine several features of the images using numpy array properties')\n",
+ "print ('type of an image type(img): %s'%type(img))\n",
+ "print ('size of the image img.size: %d'%img.size)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "length of the image (number of pixel in the vertical direction) len(img): 15\n",
+ "shape of an image (length in pixe, width in pixel, number of color) img.shape (15,30,3)\n",
+ "image length (also height) img.shape[0]: 15\n",
+ "image width img.shape[1]: 30\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('length of the image (number of pixel in the vertical direction) len(img): %d'%len(img))\n",
+ "print ('shape of an image (length in pixe, width in pixel, number of color) img.shape (%d,%d,%d)'%img.shape)\n",
+ "print ('image length (also height) img.shape[0]: %d'%img.shape[0])\n",
+ "print ('image width img.shape[1]: %d'%img.shape[1])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "height = 15\n",
+ "width = 30\n",
+ "channels = 3\n"
+ ]
+ }
+ ],
+ "source": [
+ "height, width, channels = img.shape\n",
+ "print ('height = %d'%height)\n",
+ "print ('width = %d'%width)\n",
+ "print ('channels = %d'%channels)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of colors per pixel img.shape[2]: 3\n",
+ "number of pixels: 450\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('number of colors per pixel img.shape[2]: %d'%img.shape[2])\n",
+ "print ('number of pixels: %d'%(img.shape[0]*img.shape[1]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "type of the image img.dtype: uint8\n",
+ "sub-image at row [10] (img[10])\n",
+ "[[255 255 255]\n",
+ " [255 255 255]\n",
+ " [255 255 255]\n",
+ " [255 255 255]\n",
+ " [255 255 255]\n",
+ " [255 255 255]\n",
+ " [255 255 255]\n",
+ " [255 255 255]\n",
+ " [255 255 255]\n",
+ " [254 254 254]\n",
+ " [255 255 255]\n",
+ " [255 255 255]\n",
+ " [254 254 254]\n",
+ " [255 255 255]\n",
+ " [243 243 243]\n",
+ " [ 76 76 76]\n",
+ " [ 1 1 1]\n",
+ " [ 18 18 18]\n",
+ " [ 1 1 1]\n",
+ " [ 0 0 0]\n",
+ " [ 1 1 1]\n",
+ " [ 0 0 0]\n",
+ " [ 0 0 0]\n",
+ " [ 0 0 0]\n",
+ " [ 0 0 0]\n",
+ " [ 1 1 1]\n",
+ " [ 0 0 0]\n",
+ " [ 0 0 0]\n",
+ " [ 0 0 0]\n",
+ " [ 2 2 2]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('type of the image img.dtype: %s'%img.dtype)\n",
+ "print ('sub-image at row [10] (img[10])')\n",
+ "print (img[10])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "shape of sub-image at row [0] (img[10].shape)\n",
+ "(30, 3)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('shape of sub-image at row [0] (img[10].shape)')\n",
+ "print (img[10].shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "pixel at raw 10 and column 5 (img[10, 5])\n",
+ "[255 255 255]\n",
+ "[255 255 255]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('pixel at raw 10 and column 5 (img[10, 5])')\n",
+ "print (img[10, 5])\n",
+ "print (img[10] [5])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "pixel at raw 0 and column 0 (img[0, 0])\n",
+ "[255 255 255]\n",
+ "[255 255 255]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('pixel at raw 0 and column 0 (img[0, 0])')\n",
+ "print (img[0, 0])\n",
+ "print (img[0] [0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "you can see a single channel in the image, for example only the first channel\n",
+ "[[255 255 255 255 255 255 255 255 255 255 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 255 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 255 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 255 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 255 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 255 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 255 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 255 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 254 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 254 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 254 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 254 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 0 0 0 2]\n",
+ " [255 255 255 255 255 255 255 255 255 254 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 1 0 1 3]\n",
+ " [255 255 255 255 255 255 255 255 255 254 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 1 0 1 3]\n",
+ " [255 255 255 255 255 255 255 255 255 254 255 255 254 255 243 76 1 18\n",
+ " 1 0 1 0 0 0 0 1 1 0 1 3]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('you can see a single channel in the image, for example only the first channel')\n",
+ "print (img[:, :, 0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/src/topic03_perception/Image_Encoding.ipynb b/src/topic03_perception/Image_Encoding.ipynb
new file mode 100644
index 0000000..e59ee18
--- /dev/null
+++ b/src/topic03_perception/Image_Encoding.ipynb
@@ -0,0 +1,376 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#!/usr/bin/env python \n",
+ "%matplotlib inline\n",
+ "from matplotlib import pyplot as plt\n",
+ "import numpy as np\n",
+ "import cv2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "read an image from file\n"
+ ]
+ }
+ ],
+ "source": [
+ "image_name = \"tree\"\n",
+ "\n",
+ "print ('read an image from file')\n",
+ "color_image = cv2.imread(\"images/tree.jpg\",cv2.IMREAD_COLOR)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Show the image with matplotlib\n",
+ "plt.imshow(color_image)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(cv2.cvtColor(color_image, cv2.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "display image in native color\n",
+ "(293, 220, 3)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('display image in native color')\n",
+ "#cv2.imshow(\"Original Image\",color_image)\n",
+ "#cv2.moveWindow(\"Original Image\",0,0)\n",
+ "print(color_image.shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "slipt the image into three channels.\n"
+ ]
+ }
+ ],
+ "source": [
+ "height,width,channels = color_image.shape\n",
+ "\n",
+ "print ('slipt the image into three channels.')\n",
+ "blue,green,red = cv2.split(color_image)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(blue,cmap='gray')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(red,cmap='gray')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(green,cmap='gray')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "---- slipt the image into Hue, Saturation, Value channels.----- \n"
+ ]
+ }
+ ],
+ "source": [
+ "print ('---- slipt the image into Hue, Saturation, Value channels.----- ')\n",
+ "hsv = cv2.cvtColor(color_image, cv2.COLOR_BGR2HSV)\n",
+ "h,s,v = cv2.split(hsv)\n",
+ "hsv_image = np.concatenate((h,s,v),axis=1)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(hsv_image)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(hsv)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "------ converts an image to a grayscale ------\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "print ('------ converts an image to a grayscale ------')\n",
+ "gray_image = cv2.cvtColor(color_image, cv2.COLOR_BGR2GRAY)\n",
+ "plt.imshow(gray_image,cmap='gray')"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/src/topic03_perception/cpp/open_copy.cpp b/src/topic03_perception/cpp/open_copy.cpp
index f2e9a27..d0854a9 100644
--- a/src/topic03_perception/cpp/open_copy.cpp
+++ b/src/topic03_perception/cpp/open_copy.cpp
@@ -1,12 +1,15 @@
-#include
+#include
+#include
#include
#include
-#include "opencv2/opencv.hpp"
+#include
+#include
using namespace cv;
using namespace cv;
using namespace std;
+
int main( )
{
@@ -14,7 +17,7 @@ int main( )
Mat image;
// LOAD image
- image = imread("/home/riotu/catkin_ws/src/ros_essentials_cpp/src/topic03_perception/images/chess.jpg", CV_LOAD_IMAGE_COLOR); // Read the file "image.jpg".
+ image = imread("/home/riotu/catkin_ws/src/ros_essentials_cpp/src/topic03_perception/images/chess.jpg", cv::IMREAD_COLOR); // Read the file "image.jpg".
//This file "image.jpg" should be in the project folder.
//Else provide full address : "D:/images/image.jpg"
@@ -25,7 +28,7 @@ int main( )
}
//DISPLAY image
- namedWindow( "window", CV_WINDOW_AUTOSIZE ); // Create a window for display.
+ namedWindow( "window", WINDOW_AUTOSIZE ); // Create a window for display.
imshow( "window", image ); // Show our image inside it.
//SAVE image
@@ -33,4 +36,4 @@ int main( )
waitKey(0); // Wait for a keystroke in the window
return 0;
-}
\ No newline at end of file
+}
diff --git a/src/topic03_perception/image_encoding.py b/src/topic03_perception/image_encoding.py
index 5b76ff7..218792a 100755
--- a/src/topic03_perception/image_encoding.py
+++ b/src/topic03_perception/image_encoding.py
@@ -6,17 +6,17 @@
image_name = "tree"
-print 'read an image from file'
+print ('read an image from file')
color_image = cv2.imread("images/tree.jpg",cv2.IMREAD_COLOR)
-print 'display image in native color'
+print ('display image in native color')
cv2.imshow("Original Image",color_image)
cv2.moveWindow("Original Image",0,0)
print(color_image.shape)
height,width,channels = color_image.shape
-print 'slipt the image into three channels.'
+print ('slipt the image into three channels.')
blue,green,red = cv2.split(color_image)
cv2.imshow("Blue Channel",blue)
@@ -33,7 +33,7 @@
# Saturation: an indication of how saturated an individual color is
# Value: indicates how luminous the channel is.
-print '---- slipt the image into Hue, Saturation, Value channels.----- '
+print ('---- slipt the image into Hue, Saturation, Value channels.----- ')
hsv = cv2.cvtColor(color_image, cv2.COLOR_BGR2HSV)
h,s,v = cv2.split(hsv)
hsv_image = np.concatenate((h,s,v),axis=1)
@@ -41,11 +41,11 @@
cv2.imshow("HSV Image",hsv)
-print '------ converts an image to a grayscale ------'
+print ('------ converts an image to a grayscale ------')
gray_image = cv2.cvtColor(color_image, cv2.COLOR_BGR2GRAY)
cv2.imshow("Gray Image ",gray_image)
-print gray_image
+print (gray_image)
cv2.waitKey(0)
-cv2.destroyAllWindows()
\ No newline at end of file
+cv2.destroyAllWindows()
diff --git a/src/topic03_perception/image_structure.py b/src/topic03_perception/image_structure.py
index cfa4d79..ea87cb0 100755
--- a/src/topic03_perception/image_structure.py
+++ b/src/topic03_perception/image_structure.py
@@ -8,40 +8,40 @@
image_name = "blackwhite"
-print 'read an image from file'
+print ('read an image from file')
img = cv2.imread("images/"+image_name+".jpg")
-print 'display the content of the image'
-print img
-print 'In Python, an image is stored in a numpy array. Numpy is library used for scientific computing of multi-dimensional arrays and matrices.'
+print ('display the content of the image')
+print (img)
+print ('In Python, an image is stored in a numpy array. Numpy is library used for scientific computing of multi-dimensional arrays and matrices.')
-print 'we can determine several features of the images using numpy array properties'
-print 'type of an image type(img): %s'%type(img)
-print 'size of the image img.size: %d'%img.size
-print 'length of the image (number of pixel in the vertical direction) len(img): %d'%len(img)
-print 'shape of an image (length in pixe, width in pixel, number of color) img.shape (%d,%d,%d)'%img.shape
-print 'image length (also height) img.shape[0]: %d'%img.shape[0]
-print 'image width img.shape[1]: %d'%img.shape[1]
+print ('we can determine several features of the images using numpy array properties')
+print ('type of an image type(img): %s'%type(img))
+print ('size of the image img.size: %d'%img.size)
+print ('length of the image (number of pixel in the vertical direction) len(img): %d'%len(img))
+print ('shape of an image (length in pixe, width in pixel, number of color) img.shape (%d,%d,%d)'%img.shape)
+print ('image length (also height) img.shape[0]: %d'%img.shape[0])
+print ('image width img.shape[1]: %d'%img.shape[1])
height, width, channels = img.shape
-print 'height = %d'%height
-print 'width = %d'%width
-print 'channels = %d'%channels
-
-print 'number of colors per pixel img.shape[2]: %d'%img.shape[2]
-print 'number of pixels: %d'%(img.shape[0]*img.shape[1])
-print 'type of the image img.dtype: %s'%img.dtype
-print 'sub-image at row [10] (img[10])'
+print ('height = %d'%height)
+print ('width = %d'%width)
+print ('channels = %d'%channels)
+
+print ('number of colors per pixel img.shape[2]: %d'%img.shape[2])
+print ('number of pixels: %d'%(img.shape[0]*img.shape[1]))
+print ('type of the image img.dtype: %s'%img.dtype)
+print ('sub-image at row [10] (img[10])')
print (img[10])
-print 'shape of sub-image at row [0] (img[10].shape)'
+print ('shape of sub-image at row [0] (img[10].shape)')
print (img[10].shape)
-print 'pixel at raw 10 and column 5 (img[10, 5])'
+print ('pixel at raw 10 and column 5 (img[10, 5])')
print (img[10, 5])
print (img[10] [5])
-print 'pixel at raw 0 and column 0 (img[0, 0])'
+print ('pixel at raw 0 and column 0 (img[0, 0])')
print (img[0, 0])
print (img[0] [0])
-print 'you can see a single channel in the image, for example only the first channel'
+print ('you can see a single channel in the image, for example only the first channel')
print (img[:, :, 0])
diff --git a/src/topic03_perception/open_copy.py b/src/topic03_perception/open_copy.py
index c80a835..ae167cd 100755
--- a/src/topic03_perception/open_copy.py
+++ b/src/topic03_perception/open_copy.py
@@ -9,17 +9,17 @@
image_name = "flower"
-print 'read an image from file'
+print ('read an image from file')
img = cv2.imread("images/"+image_name+".jpg")
-print 'create a window holder for the image'
+print ('create a window holder for the image')
cv2.namedWindow("Image",cv2.WINDOW_NORMAL)
-print 'display the image'
+print ('display the image')
cv2.imshow("Image",img)
-print 'press a key inside the image to make a copy'
+print ('press a key inside the image to make a copy')
cv2.waitKey(0)
-print 'image copied to folder images/copy/'
+print ('image copied to folder images/copy/')
cv2.imwrite("images/copy/"+image_name+"-copy.jpg",img)
diff --git a/src/topic04_perception02_laser/2018-08-13-16-42-15.bag b/src/topic04_perception02_laser/2018-08-13-16-42-15.bag
new file mode 100644
index 0000000..d219bf6
Binary files /dev/null and b/src/topic04_perception02_laser/2018-08-13-16-42-15.bag differ