我想在我的实时视频源中检测到人脸时打印一条消息。通过将 Print Message 绑定到在检测到的面部周围绘制矩形的 for 循环,我取得了一定的成功。
现在出现的问题是对于检测到的每一帧都会打印消息。我希望消息每秒打印一次。当我尝试time.sleep(1)
在其当前位置使用时,它使馈送断断续续,每秒仅显示 1 帧。
我应该在哪里以及如何放置打印消息代码,以便不影响视频输入和人脸检测?
import cv2 as cv
import numpy as np
import time
# Open Webcam
cap = cv.VideoCapture(0)
# Define ret and size as frame info from webcame
ret, size = cap.read()
# Define rows, cols, and '_' as the return from size.shape
# rows, cols, _ = size.shape
# Print results
# print('Rows', rows)
# print('Cols', cols)
# Face Detection haar_cascade
haar_cascade = cv.CascadeClassifier('haar_face.xml')
# Check if the webcam is opened correctly
if not cap.isOpened():
raise IOError("Cannot open webcam")
# Do the following when webcam is open
while True:
ret, frame = cap.read()
frame = cv.resize(frame, None, fx=1, fy=1, interpolation=cv.INTER_AREA)
# Divide Frame into Regions of Interest (ROI)
ROI1 = frame[0:180, 0:320]
ROI2 = frame[0:180, 320:640]
ROI3 = frame[180:360, 0:320]
ROI4 = frame[180:360, 320:640]
# Detect faces in each ROI
faces_rect1 = haar_cascade.detectMultiScale(ROI1, scaleFactor=1.1, minNeighbors=5)
faces_rect2 = haar_cascade.detectMultiScale(ROI2, scaleFactor=1.1, minNeighbors=5)
faces_rect3 = haar_cascade.detectMultiScale(ROI3, scaleFactor=1.1, minNeighbors=5)
faces_rect4 = haar_cascade.detectMultiScale(ROI4, scaleFactor=1.1, minNeighbors=5)
# Draw rectangles around detected faces
for (x, y, w, h) in faces_rect1:
cv.rectangle(ROI1, (x, y), (x+w,y+h), (0,255,0), thickness=2)
print('I SEE YOU IN 1')
time.sleep(1)
for (x, y, w, h) in faces_rect2:
cv.rectangle(ROI2, (x, y), (x+w,y+h), (0,255,0), thickness=2)
print('I SEE YOU IN 2')
time.sleep(1)
for (x, y, w, h) in faces_rect3:
cv.rectangle(ROI3, (x, y), (x+w,y+h), (0,255,0), thickness=2)
print('I SEE YOU IN 3')
time.sleep(1)
for (x, y, w, h) in faces_rect4:
cv.rectangle(ROI4, (x, y), (x+w,y+h), (0,255,0), thickness=2)
print('I SEE YOU IN 4')
time.sleep(1)
# Show all video feeds
cv.imshow('Feed', frame)
cv.imshow('ROI1', ROI1)
cv.imshow('ROI2', ROI2)
cv.imshow('ROI3', ROI3)
cv.imshow('ROI4', ROI4)
# Press ESC to break
c = cv.waitKey(1)
if c == 27:
break
cap.release()
cv.destroyAllWindows()
您可以测量经过的时间并在经过 1 秒后打印消息,而不是停止线程。
例如对于第一个循环:
t1 = time.time() # start time
while True:
# ...
# ...
# Draw rectangles around detected faces
for (x, y, w, h) in faces_rect1:
cv.rectangle(ROI1, (x, y), (x+w,y+h), (0,255,0), thickness=2)
t2 = time.time()
if (t2 - t1) > 1:
print('I SEE YOU IN 1')
t1 = time.time() # reset start time
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