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DataCollector.py
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import cv2
import os
import time
#####################################################
myPath = 'data/images' # Rasbperry Pi: '/home/pi/Desktop/data/images'
cameraNo = 1
cameraBrightness = 180
moduleVal = 10 # SAVE EVERY iTH FRAME TO AVOID REPETITION
minBlur = 500 # SMALLER VALUE MEANS MORE BLURRINESS PRESENT
grayImage = False # IMAGES SAVED COLORED OR GRAY
saveData = True # SAVE DATA FLAG
showImage = True # IMAGE DISPLAY FLAG
imgWidth = 180
imgHeight = 120
#####################################################
global countFolder
cap = cv2.VideoCapture(cameraNo)
cap.set(3, 640)
cap.set(4, 480)
cap.set(10, cameraBrightness)
count = 0
countSave = 0
def saveDataFunc():
global countFolder
countFolder = 0
while os.path.exists(myPath + str(countFolder)):
countFolder += 1
os.makedirs(myPath + str(countFolder))
if saveData: saveDataFunc()
while True:
success, img = cap.read()
img = cv2.resize(img, (imgWidth, imgHeight))
if grayImage: img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
if saveData:
blur = cv2.Laplacian(img, cv2.CV_64F).var()
if count % moduleVal == 0 and blur > minBlur:
nowTime = time.time()
cv2.imwrite(myPath + str(countFolder) +
'/' + str(countSave) + "_" + str(int(blur)) + "_" + str(nowTime) + ".png", img)
countSave += 1
count += 1
if showImage:
cv2.imshow("Image", img)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()