|
| 1 | +import cv2 |
| 2 | +import pickle |
| 3 | +import cvzone |
| 4 | +import numpy as np |
| 5 | + |
| 6 | +# Video feed |
| 7 | +cap = cv2.VideoCapture('carPark.mp4') |
| 8 | + |
| 9 | +with open('CarParkPos', 'rb') as f: |
| 10 | + posList = pickle.load(f) |
| 11 | + |
| 12 | +width, height = 107, 48 |
| 13 | + |
| 14 | + |
| 15 | +def checkParkingSpace(imgPro): |
| 16 | + spaceCounter = 0 |
| 17 | + |
| 18 | + for pos in posList: |
| 19 | + x, y = pos |
| 20 | + |
| 21 | + imgCrop = imgPro[y:y + height, x:x + width] |
| 22 | + # cv2.imshow(str(x * y), imgCrop) |
| 23 | + count = cv2.countNonZero(imgCrop) |
| 24 | + |
| 25 | + |
| 26 | + if count < 900: |
| 27 | + color = (0, 255, 0) |
| 28 | + thickness = 5 |
| 29 | + spaceCounter += 1 |
| 30 | + else: |
| 31 | + color = (0, 0, 255) |
| 32 | + thickness = 2 |
| 33 | + |
| 34 | + cv2.rectangle(img, pos, (pos[0] + width, pos[1] + height), color, thickness) |
| 35 | + cvzone.putTextRect(img, str(count), (x, y + height - 3), scale=1, |
| 36 | + thickness=2, offset=0, colorR=color) |
| 37 | + |
| 38 | + cvzone.putTextRect(img, f'Free: {spaceCounter}/{len(posList)}', (100, 50), scale=3, |
| 39 | + thickness=5, offset=20, colorR=(0,200,0)) |
| 40 | +while True: |
| 41 | + |
| 42 | + if cap.get(cv2.CAP_PROP_POS_FRAMES) == cap.get(cv2.CAP_PROP_FRAME_COUNT): |
| 43 | + cap.set(cv2.CAP_PROP_POS_FRAMES, 0) |
| 44 | + success, img = cap.read() |
| 45 | + imgGray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) |
| 46 | + imgBlur = cv2.GaussianBlur(imgGray, (3, 3), 1) |
| 47 | + imgThreshold = cv2.adaptiveThreshold(imgBlur, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, |
| 48 | + cv2.THRESH_BINARY_INV, 25, 16) |
| 49 | + imgMedian = cv2.medianBlur(imgThreshold, 5) |
| 50 | + kernel = np.ones((3, 3), np.uint8) |
| 51 | + imgDilate = cv2.dilate(imgMedian, kernel, iterations=1) |
| 52 | + |
| 53 | + checkParkingSpace(imgDilate) |
| 54 | + cv2.imshow("Image", img) |
| 55 | + # cv2.imshow("ImageBlur", imgBlur) |
| 56 | + # cv2.imshow("ImageThres", imgMedian) |
| 57 | + cv2.waitKey(10) |
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