I going to create a python script that detect a object and draw lines around it, after that i will also draw 4 lines around it that act as a border. When the object line collide with either any 4 lines around it, it will perform an action (temporary just print left, right, up, down).View the sample
The problem I facing now is, I don't know how to get the lines coordinate of the object as it is polylines. For the 4 line around the image that form a square, it is actually rectangle that draw like a line.
This is the code for initializing the coordinate of the rectangle around the image.
import pygame, sys, random
import cv2
import numpy as np
from pygame.locals import *
pygame.init()
mainClock = pygame.time.Clock()
WINDOWWIDTH = 640
WINDOWHEIGHT = 480
windowSurface = pygame.display.set_mode((WINDOWWIDTH, WINDOWHEIGHT), 0, 32)
pygame.display.set_caption('Collision Detection')
SIZE = 7
bouncer = {'rect':pygame.Rect(300, 100, 50, 50), 'dir':UPLEFT}
RED = (255, 0, 0)
upLine = pygame.Rect(50, 50, 540, SIZE)
leftLine = pygame.Rect(50, 50, SIZE, 380)
rightLine = pygame.Rect(583, 50, SIZE, 380)
downLine = pygame.Rect(50, 430, 540, SIZE)
This is the code for detecting the object and draw the line around it.
MIN_MATCH_COUNT=30
detector=cv2.xfeatures2d.SIFT_create()
FLANN_INDEX_KDITREE=0
flannParam=dict(algorithm=FLANN_INDEX_KDITREE,tree=5)
flann=cv2.FlannBasedMatcher(flannParam,{})
trainImg=cv2.imread("ObjectTest.jpg",0)
trainKP,trainDesc=detector.detectAndCompute(trainImg,None)
cam=cv2.VideoCapture(0)
# run the game loop
while True:
ret, QueryImgBGR=cam.read()
QueryImg=cv2.cvtColor(QueryImgBGR,cv2.COLOR_BGR2GRAY)
queryKP,queryDesc=detector.detectAndCompute(QueryImg,None)
matches=flann.knnMatch(queryDesc,trainDesc,k=2)
goodMatch=[]
# check for the QUIT event
for event in pygame.event.get():
if event.type == QUIT:
cam.release()
pygame.quit()
sys.exit()
windowSurface.fill(BLACK)
for m,n in matches:
if(m.distance<0.75*n.distance):
goodMatch.append(m)
if(len(goodMatch)>MIN_MATCH_COUNT):
tp=[]
qp=[]
for m in goodMatch:
tp.append(trainKP[m.trainIdx].pt)
qp.append(queryKP[m.queryIdx].pt)
tp,qp=np.float32((tp,qp))
H,status=cv2.findHomography(tp,qp,cv2.RANSAC,3.0)
h,w=trainImg.shape
trainBorder=np.float32([[[0,0],[0,h-1],[w-1,h-1],[w-1,0]]])
queryBorder=cv2.perspectiveTransform(trainBorder,H)
cv2.polylines(QueryImgBGR,[np.int32(queryBorder)],True,(0,255,0),5)
else:
print("Not Enough match found- %d/%d"%(len(goodMatch),MIN_MATCH_COUNT))
QueryImgBGR = cv2.cvtColor(QueryImgBGR, cv2.COLOR_BGR2RGB)
QueryImgBGR = np.rot90(QueryImgBGR)
QueryImgBGR = pygame.surfarray.make_surface(QueryImgBGR)
QueryImgBGR = pygame.transform.flip(QueryImgBGR,True,False)
windowSurface.blit(QueryImgBGR, (0,0))
This is the code to draw the 4 line to form a square beside the image.
pygame.draw.rect(windowSurface, GREEN, upLine)
pygame.draw.rect(windowSurface, GREEN, leftLine)
pygame.draw.rect(windowSurface, GREEN, rightLine)
pygame.draw.rect(windowSurface, GREEN, downLine)
print(queryBorder)
# draw the window onto the screen
pygame.display.update()
mainClock.tick(40)
I don't know how to get the coordinate of the polylines, i'm trying to use this to get it:
print(queryBorder)
But i get the 4 coordinate, how to only get 1 of it? or isit other way to do this? View sample
I have also refer to the code at this website https://inventwithpython.com/chapter18.html for the COLLISION DETECTION between 2 rectangle. I actually thinking to draw a rectangle around the object it detected, but i don't know how to draw it and perspectiveTransform the rectangle to my object at the same time.