编写一段ROS订阅摄像头消息的色块识别程序
时间: 2023-08-08 15:05:50 浏览: 124
以下是基于ROS Kinetic和Python编写的订阅摄像头消息的色块识别程序:
```
#!/usr/bin/env python
import rospy
from sensor_msgs.msg import Image
from cv_bridge import CvBridge
import cv2
class ColorBlockDetector:
def __init__(self):
self.bridge = CvBridge()
self.image_sub = rospy.Subscriber("/camera/image_raw", Image, self.image_callback)
def image_callback(self, data):
try:
cv_image = self.bridge.imgmsg_to_cv2(data, "bgr8")
except CvBridgeError as e:
print(e)
# Convert BGR to HSV
hsv = cv2.cvtColor(cv_image, cv2.COLOR_BGR2HSV)
# Define range of blue color in HSV
lower_blue = np.array([110,50,50])
upper_blue = np.array([130,255,255])
# Threshold the HSV image to get only blue colors
mask = cv2.inRange(hsv, lower_blue, upper_blue)
# Bitwise-AND mask and original image
res = cv2.bitwise_and(cv_image,cv_image, mask= mask)
# Find contours
contours, hierarchy = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
# Draw contours
cv2.drawContours(cv_image, contours, -1, (0,255,0), 3)
# Show result
cv2.imshow('image',cv_image)
cv2.imshow('mask',mask)
cv2.imshow('res',res)
cv2.waitKey(1)
if __name__ == '__main__':
rospy.init_node('color_block_detector', anonymous=True)
cbd = ColorBlockDetector()
try:
rospy.spin()
except KeyboardInterrupt:
print("Shutting down")
cv2.destroyAllWindows()
```
这个程序订阅`/camera/image_raw`话题,使用`cv_bridge`将ROS图像消息转换为OpenCV图像格式。随后,它将图像从BGR颜色空间转换为HSV颜色空间,并使用`cv2.inRange`函数通过指定颜色的HSV范围来创建掩膜。然后,程序使用`cv2.findContours`函数查找掩膜中的轮廓,使用`cv2.drawContours`函数绘制轮廓线,并使用`cv2.imshow`函数显示结果图像。
注意,这个程序仅仅是一个简单的示例,可能需要根据你的具体应用场景进行修改。
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