OpenCV Python:如何使用梯度和第一个点绘制一条线?

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英文:

OpenCV python: How do I draw a line using the gradient and the first point?

问题

我正在尝试使用OpenCV从实时视频流中绘制一条线。我使用一个帧并存储x、y坐标。我使用下一个帧的点的x、y坐标来计算斜率((y2-y1)/(x2-x1))。我想绘制一条从第一个坐标开始直通第二个坐标并继续的直线,从而绘制一个轨迹。我目前可以使用cv2.line()在两点之间绘制一条直线。以下是我的代码。任何建议将不胜感激!谢谢

import cv2
import numpy as np
import math
import matplotlib.pyplot as plt

lower_red = np.array([-10,160,160])
upper_red = np.array([10,255,255])

oX, oY = 0,0

cap = cv2.VideoCapture(0)
if not cap.isOpened():
    print("Cannot open camera")
    exit()
while(1):
    ret, frame = cap.read()
    if not ret:
        print("Can't receive frame (stream end?). Exiting ...")
        break
    
    hsv = cv2.cvtColor(frame, cv2.COLOR_BGR2HSV)
    mask = cv2.inRange(hsv, lower_red, upper_red)
    #ret, thresh = cv2.threshold(mask, 80, 255, cv2.THRESH_BINARY)
    contours, _ = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_NONE)

    if len(contours) != 0:
        c = max(contours, key = cv2.contourArea)
        x1, y1, w, h = cv2.boundingRect(c)
        x2, y2 = x1 + w, y1 + h
        cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)
        x3, y3 = round((x1+x2)/2), round((y1+y2)/2)
        cv2.circle(frame, (x3,y3), 4, (255,0,0), 2)
        #print(x3, y3)
        
        if oX and oY != 0:
            try:
                angle = (x3-oX)/(y3-oY)
                cv2.line(frame,(oX,oY),(x3, y3),(0,255,255),2)
            except ZeroDivisionError:
                oX, oY = x3, y3

    oX, oY = x3, y3

    cv2.imshow('frame', frame)
    cv2.imshow('mask', mask)


    if cv2.waitKey(1) == ord('q'):
        break
# When everything done, release the capture
cap.release()
cv2.destroyAllWindows()
英文:

I am trying to draw a line using a live feed with opencv. I am using one frame and storing the x,y coordinates. I use the next frame's x,y coordinate of the point to work out the gradient ((y2-y1)/(x2-x1)). I want to draw a straight line from the first coordinate straight through the second and continue past which would draw a trajectory. I can currently draw a straight line between the two points using cv2.line(). My code is below. Any suggestions would be wonderful! Thank you

import numpy as np
import math
import matplotlib.pyplot as plt

lower_red = np.array([-10,160,160])
upper_red = np.array([10,255,255])

oX, oY = 0,0

cap = cv2.VideoCapture(0)
if not cap.isOpened():
    print("Cannot open camera")
    exit()
while(1):
    ret, frame = cap.read()
    if not ret:
        print("Can't receive frame (stream end?). Exiting ...")
        break
    
    hsv = cv2.cvtColor(frame, cv2.COLOR_BGR2HSV)
    mask = cv2.inRange(hsv, lower_red, upper_red)
    #ret, thresh = cv2.threshold(mask, 80, 255, cv2.THRESH_BINARY)
    contours, _ = cv2.findContours(mask, cv2.RETR_TREE, cv2.CHAIN_APPROX_NONE)

    if len(contours) != 0:
        c = max(contours, key = cv2.contourArea)
        x1, y1, w, h = cv2.boundingRect(c)
        x2, y2 = x1 + w, y1 + h
        cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)
        x3, y3 = round((x1+x2)/2), round((y1+y2)/2)
        cv2.circle(frame, (x3,y3), 4, (255,0,0), 2)
        #print(x3, y3)
        
        if oX and oY != 0:
            try:
                angle = (x3-oX)/(y3-oY)
                cv2.line(frame,(oX,oY),(x3, y3),(0,255,255),2)
            except ZeroDivisionError:
                oX, oY = x3, y3

    oX, oY = x3, y3

    cv2.imshow('frame', frame)
    cv2.imshow('mask', mask)


    if cv2.waitKey(1) == ord('q'):
        break
# When everything done, release the capture
cap.release()
cv2.destroyAllWindows()

答案1

得分: 3

从这个答案中找到了一个解决方案,它是用C编写的,已转换为Python并根据您的用例进行了修改。

解决方案用于在给定两个点的情况下在图像中绘制无限线。

def slope(x1, y1, x2, y2):
    ###找到斜率
    if x2 != x1:
        return ((y2 - y1) / (x2 - x1))
    else:
        return 'NA'

def drawLine(image, x1, y1, x2, y2):

    m = slope(x1, y1, x2, y2)
    h, w = image.shape[:2]
    if m != 'NA':
        ### 这里我们实际上是将线段延伸到x=0和x=width,
        ### 并计算与之相关联的y
        ##起始点
        px = 0
        py = -(x1 - 0) * m + y1
        ##结束点
        qx = w
        qy = -(x2 - w) * m + y2
    else:
    ### 如果斜率为零,则绘制一条线段,其中x=x1且y=0和y=height
        px, py = x1, 0
        qx, qy = x1, h
    cv2.line(image, (int(px), int(py)), (int(qx), int(qy)), (0, 255, 0), 2)
    

您可以根据您的用例将`(px, py)`替换为`(x1, y1)`或将`(qx, qy)`替换为`(x2, y2)`。

  [1]: https://stackoverflow.com/a/23186665/9605907
英文:

Found a solution from this answer which was in c, Converted to python and modified for your usecase.

Solution to draw infinte line in image given two points.

def slope(x1,y1,x2,y2):
    ###finding slope
    if x2!=x1:
        return((y2-y1)/(x2-x1))
    else:
        return 'NA'

def drawLine(image,x1,y1,x2,y2):

    m=slope(x1,y1,x2,y2)
    h,w=image.shape[:2]
    if m!='NA':
        ### here we are essentially extending the line to x=0 and x=width
        ### and calculating the y associated with it
        ##starting point
        px=0
        py=-(x1-0)*m+y1
        ##ending point
        qx=w
        qy=-(x2-w)*m+y2
    else:
    ### if slope is zero, draw a line with x=x1 and y=0 and y=height
        px,py=x1,0
        qx,qy=x1,h
    cv2.line(image, (int(px), int(py)), (int(qx), int(qy)), (0, 255, 0), 2)

you can replace (px,py) with (x1,y1) or (qx,qy) with (x2,y2) according to your usecase.

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  • 本文由 发表于 2020年1月3日 20:42:31
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