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range_detector.py
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import cv2
import argparse
from operator import xor
def callback(value):
pass
def setup_trackbars(range_filter):
cv2.namedWindow("Trackbars", 0)
for i in ["MIN", "MAX"]:
v = 0 if i == "MIN" else 255
for j in range_filter:
if j == "H":
cv2.createTrackbar("%s_%s" % (j, i), "Trackbars", v, 179, callback)
else:
cv2.createTrackbar("%s_%s" % (j, i), "Trackbars", v, 255, callback)
def get_arguments():
ap = argparse.ArgumentParser()
ap.add_argument("-f", "--filter", required=True, help="Range filter. RGB or HSV")
ap.add_argument("-i", "--image", required=False, help="Path to the image")
ap.add_argument("-w", "--webcam", required=False, help="Use webcam", action="store_true")
ap.add_argument(
"-p",
"--preview",
required=False,
help="Show a preview of the image after applying the mask",
action="store_true",
)
args = vars(ap.parse_args())
if not xor(bool(args["image"]), bool(args["webcam"])):
ap.error("Please specify only one image source")
if not args["filter"].upper() in ["RGB", "HSV"]:
ap.error("Please speciy a correct filter.")
return args
def get_trackbar_values(range_filter):
values = []
for i in ["MIN", "MAX"]:
for j in range_filter:
v = cv2.getTrackbarPos("%s_%s" % (j, i), "Trackbars")
values.append(v)
return values
def main():
args = get_arguments()
range_filter = args["filter"].upper()
if args["image"]:
print(args["image"])
image = cv2.imread(args["image"])
if range_filter == "RGB":
frame_to_thresh = image.copy()
else:
frame_to_thresh = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
else:
camera = cv2.VideoCapture(0)
setup_trackbars(range_filter)
while True:
if args["webcam"]:
ret, image = camera.read()
if not ret:
break
if range_filter == "RGB":
frame_to_thresh = image.copy()
else:
frame_to_thresh = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
v1_min, v2_min, v3_min, v1_max, v2_max, v3_max = get_trackbar_values(range_filter)
thresh = cv2.inRange(frame_to_thresh, (v1_min, v2_min, v3_min), (v1_max, v2_max, v3_max))
if args["preview"]:
preview = cv2.bitwise_and(image, image, mask=thresh)
cv2.imshow("Preview", preview)
else:
cv2.imshow("Original", image)
cv2.imshow("Thresh", thresh)
if cv2.waitKey(1) & 0xFF is ord("q"):
break
if __name__ == "__main__":
main()