opencv车辆计数代码

opencv车辆计数代码：

import cv2
import numpy as np

min_w = 90
min_h = 90

#检测线的高度
line_high = 550

#线的偏移
offset = 7

#统计车的数量
carno =0

#存放有效车辆的数组
cars = []

def center(x, y, w, h):
    x1 = int(w/2)
    y1 = int(h/2)
    cx = x + x1
    cy = y + y1

    return cx, cy

cap = cv2.VideoCapture('video.mp4')

bgsubmog = cv2.bgsegm.createBackgroundSubtractorMOG()

#形态学kernel
kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (5,5))

while True:
    ret, frame = cap.read()
    if(ret == True):     

        #灰度
        cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
        #去噪（高斯）
        blur = cv2.GaussianBlur(frame, (3,3), 5)
        #去背影
        mask = bgsubmog.apply(blur)

        #腐蚀， 去掉图中小斑块
        erode = cv2.erode(mask, kernel) 

        #膨胀， 还原放大
        dilate = cv2.dilate(erode, kernel, iterations = 3)

        #闭操作，去掉物体内部的小块
        close = cv2.morphologyEx(dilate, cv2.MORPH_CLOSE, kernel)
        close = cv2.morphologyEx(close, cv2.MORPH_CLOSE, kernel)

        cnts, h = cv2.findContours(close, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
    
        #画一条检测线
        cv2.line(frame, (10, line_high), (1200, line_high), (255, 255, 0), 3)

        for (i, c) in enumerate(cnts):
            (x,y,w,h) = cv2.boundingRect(c)

            #对车辆的宽高进行判断
            #以验证是否是有效的车辆
            isValid = ( w >= min_w ) and ( h >= min_h) 
            if( not isValid):
                continue

            #到这里都是有效的车 
            cv2.rectangle(frame, (x, y), (x+w, y+h), (0,0,255), 2)
            cpoint = center(x, y, w, h)
            cars.append(cpoint) 
            cv2.circle(frame, (cpoint), 5, (0,0,255), -1)

            for (x, y) in cars:
                if( (y > line_high - offset) and (y < line_high + offset ) ):
                    carno +=1
                    cars.remove((x , y ))
                    print(carno)
        
        cv2.putText(frame, "Cars Count:" + str(carno), (500, 60), cv2.FONT_HERSHEY_SIMPLEX, 2, (255,0,0), 5)
        cv2.imshow('video', frame)
        #cv2.imshow('erode', close)
    
    key = cv2.waitKey(1)
    if(key == 27):
        break

cap.release()
cv2.destroyAllWindows()

视频链接：https://live.youkuaiyun.com/v/428224