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# -*- coding: utf-8 -*- # import the necessary packages from imutils.video import VideoStream import datetime import imutils import time import face_recognition import numpy as np import cv2 firstFrame = None lmm_image = cv2.imread("dataset/Danilov Maxim/IMG_20190513_140052.jpg") fourcc = cv2.VideoWriter_fourcc(*'XVID') output_movie = cv2.VideoWriter('output.avi', fourcc, 29.97, (640, 360)) print(len(lmm_image)) lmm_face_encoding = face_recognition.face_encodings(lmm_image)[0] print(lmm_face_encoding) al_image = cv2.imread("dataset/Boldysheva Ekaterina/IMG_20190513_135904.jpg") al_face_encoding = face_recognition.face_encodings(al_image)[0] known_faces = [ lmm_face_encoding, al_face_encoding ] # Initialize some variables face_locations = [] face_encodings = [] face_names = [] frame_number = 0 cap = cv2.VideoCapture('video/test_out_02.avi') length = int(cap.get(cv2.CAP_PROP_FRAME_COUNT)) while(cap.isOpened()): ret, frame = cap.read() frame_number += 1 text = "Unoccupied" if frame is None: break rgb_frame = frame[:, :, ::-1] frame = imutils.resize(frame, width=500) gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY) #gaussian = cv2.GaussianBlur(gray, (21, 21), 0) gaussian = cv2.GaussianBlur(gray, (15, 15), 0) if firstFrame is None: firstFrame = gaussian continue frameDelta = cv2.absdiff(firstFrame, gaussian) thresh = cv2.threshold(frameDelta, 25, 255, cv2.THRESH_BINARY)[1] #thresh = cv2.threshold(frameDelta, 55, 555, cv2.THRESH_BINARY)[1] thresh = cv2.dilate(thresh, None, iterations=2) #thresh = cv2.dilate(thresh, None, iterations=4) cnts = cv2.findContours(thresh.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE) cnts = imutils.grab_contours(cnts) face_names = [] # loop over the contours for c in cnts: # if the contour is too small, ignore it if cv2.contourArea(c) < 100: continue (x, y, w, h) = cv2.boundingRect(c) cv2.rectangle(frame, (x, y), (x + w, y + h), (0, 255, 0), 2) print("MOTION") text = "Occupied" # show the frame and record if the user presses a key cv2.imshow("Security Feed", frame) cv2.imshow("Thresh", thresh) cv2.imshow("Frame Delta", frameDelta) key = cv2.waitKey(1) & 0xFF if key == ord("q"): break cap.release() cv2.destroyAllWindows()
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