/py_intruderdetection_full.py Secret
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December 14, 2022 10:37
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import time | |
import cv2 | |
import numpy as np | |
from PIL import ImageGrab | |
def intruder_detector(): | |
screenTOP = 210 | |
screenBOT = 775 | |
screenLFT = 150 | |
screenRGT = 1275 | |
framecount = 0 | |
strt_time = time.time() | |
comparison_frame = None | |
movement_detected = False | |
contours = [] | |
while True: | |
framecount += 1 | |
movement_detected = False | |
img_bgr= np.array(ImageGrab.grab(bbox=(screenLFT, screenTOP, screenRGT, screenBOT))) | |
# 2 | |
img_rgb = cv2.cvtColor(src=img_bgr, code=cv2.COLOR_BGR2RGB) | |
processed_frame = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2GRAY) | |
processed_frame = cv2.GaussianBlur(processed_frame, (5, 5), 0) | |
if (comparison_frame is None or time.time() - strt_time > 10): | |
comparison_frame = processed_frame | |
strt_time = time.time() | |
# calculate difference | |
diff_frame = cv2.absdiff(src1=comparison_frame, src2=processed_frame) | |
thresh_frame = cv2.threshold(src=diff_frame, thresh=20, maxval=255, type=cv2.THRESH_BINARY)[1] | |
contours, _ = cv2.findContours(image=thresh_frame, mode=cv2.RETR_EXTERNAL, method=cv2.CHAIN_APPROX_SIMPLE) | |
# 4. Draw green rectangles around each contour on the original frame and show | |
for contour in contours: | |
if cv2.contourArea(contour) < 250: | |
# too small: skip! | |
continue | |
(x, y, w, h) = cv2.boundingRect(contour) | |
# making green rectangle around the moving object | |
cv2.rectangle(img_rgb, (x, y), (x + w, y + h), (0, 255, 0), 3) | |
movement_detected = True | |
if (movement_detected): | |
cv2.putText(img=img_rgb, text=f"Movement detected!", org=(75, 20), fontFace=cv2.FONT_HERSHEY_SIMPLEX, fontScale=0.7, color=(0, 0, 255), thickness=2); | |
# Display | |
cv2.imshow('Result', img_rgb) | |
# press ESCAPE to exit | |
if (cv2.waitKey(30) == 27): | |
break | |
if (__name__ == '__main__'): | |
intruder_detector() |
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