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@flyboy74
Created March 15, 2017 01:18
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Line Follow using CV green sign dection
from picamera.array import PiRGBArray
from picamera import PiCamera
import time
import cv2
import numpy as np
import RPi.GPIO as GPIO
GPIO.setmode(GPIO.BOARD)
GPIO.setup(40, GPIO.OUT)
GPIO.output(40, GPIO.HIGH)
camera = PiCamera()
camera.resolution = (640, 360)
camera.rotation = 180
rawCapture = PiRGBArray(camera, size=(640, 360))
time.sleep(0.1)
for frame in camera.capture_continuous(rawCapture, format="bgr", use_video_port=True):
Greendected = False
image = frame.array
roi = image[200:250, 0:639]
Blackline = cv2.inRange(roi, (0,0,0), (50,50,50))
Greensign = cv2.inRange(roi, (0,65,0), (100,200,100))
kernel = np.ones((3,3), np.uint8)
Blackline = cv2.erode(Blackline, kernel, iterations=5)
Blackline = cv2.dilate(Blackline, kernel, iterations=9)
Greensign = cv2.erode(Greensign, kernel, iterations=5)
Greensign = cv2.dilate(Greensign, kernel, iterations=9)
img_blk,contours_blk, hierarchy_blk = cv2.findContours(Blackline.copy(),cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE)
img_grn,contours_grn, hierarchy_grn = cv2.findContours(Greensign.copy(),cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE)
if len(contours_grn) > 0 :
Greendected = True
x_grn, y_grn , w_grn, h_grn = cv2.boundingRect(contours_grn[0])
centerx_grn = x_grn + (w_grn/2)
cv2.line(image, (centerx_grn, 200), (centerx_grn, 250),(0,0,255),3)
if len(contours_blk) > 0 :
x_blk, y_blk , w_blk, h_blk = cv2.boundingRect(contours_blk[0])
centerx_blk = x_blk + (w_blk/2)
cv2.line(image, (centerx_blk, 200), (centerx_blk, 250),(255,0,0),3)
if Greendected :
if centerx_grn > centerx_blk :
cv2.putText(image, "Turn Right", (350,180), cv2.FONT_HERSHEY_SIMPLEX, 1.5, (0,255,0),3)
else :
cv2.putText(image, "Turn Left", (50,180), cv2.FONT_HERSHEY_SIMPLEX, 1.5, (0,255,0),3)
else :
setpoint = 320
error = centerx_blk - setpoint
centertext = "Error = " + str(error)
cv2.putText(image, centertext, (200,340), cv2.FONT_HERSHEY_SIMPLEX, 1.5, (255,0,0),3)
cv2.imshow("orginal with line", image)
rawCapture.truncate(0)
key = cv2.waitKey(1) & 0xFF
if key == ord("q"):
break
GPIO.output(40, GPIO.LOW)
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