问题
I am trying to read a video from a URL in opencv(Python) and then process it frame by frame and then send it to an HTML page.
But I am only getting the first frame, after that the program gives the following error
This is my main file (main.py
)
from flask import Flask, render_template, Response
from camera import VideoCamera
import pdb
app = Flask(__name__)
@app.route('/')
def index():
return render_template('index.html')
def gen(camera):
while True:
frame = camera.get_frame()
yield (b'--frame\r\n'
b'Content-Type: image/jpeg\r\n\r\n' + frame + b'\r\n\r\n')
@app.route('/video_feed')
def video_feed():
return Response(gen(VideoCamera()),
mimetype='multipart/x-mixed-replace; boundary=frame')
if __name__ == '__main__':
app.run(host='127.0.0.1', debug=True)
And this is the camera.py
file:
import cv2
import urllib
import pdb
import numpy as np
face_cascade = cv2.CascadeClassifier('haarcascade_frontalface_default.xml')
#https://github.com/Itseez/opencv/blob/master/data/haarcascades/haarcascade_eye.xml
eye_cascade = cv2.CascadeClassifier('haarcascade_eye.xml')
class VideoCamera(object):
def __init__(self):
# Using OpenCV to capture from device 0. If you have trouble capturing
# from a webcam, comment the line below out and use a video file
# instead.
self.video = urllib.urlopen('http://192.168.10.12:8080/video') #cv2.VideoCapture(0)
# If you decide to use video.mp4, you must have this file in the folder
# as the main.py.
# self.video = cv2.VideoCapture('video.mp4')
def __del__(self):
self.video.release()
def get_frame(self):
bytes=''
while True:
# pdb.set_trace()
bytes+=self.video.read(1024)
a = bytes.find('\xff\xd8')
b = bytes.find('\xff\xd9')
if a!=-1 and b!=-1:
jpg = bytes[a:b+2]
bytes= bytes[b+2:]
img = cv2.imdecode(np.fromstring(jpg, dtype=np.uint8),cv2.IMREAD_COLOR)
# pdb.set_trace()
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.3, 5)
for (x,y,w,h) in faces:
cv2.rectangle(img,(x,y),(x+w,y+h),(255,0,0),2)
roi_gray = gray[y:y+h, x:x+w]
roi_color = img[y:y+h, x:x+w]
ret, jpeg = cv2.imencode('.jpg', img)
return jpeg.tobytes()
I only get the first frame( Shown below):
回答1:
I am sure you have solved your error by now but this is for other people who visit this question:
write this is your camera.py file
don't get confused by draw_box method, it's just custom square I am using. You can use normal cv2.rectangle for making rectangles on faces.
import cv2
WHITE = [255, 255, 255]
face_cascade = cv2.CascadeClassifier('Haar/haarcascade_frontalcatface.xml')
eye_cascade = cv2.CascadeClassifier('Haar/haarcascade_eye.xml')
def draw_box(Image, x, y, w, h):
cv2.line(Image, (x, y), (x + int(w / 5), y), WHITE, 2)
cv2.line(Image, (x + int((w / 5) * 4), y), (x + w, y), WHITE, 2)
cv2.line(Image, (x, y), (x, y + int(h / 5)), WHITE, 2)
cv2.line(Image, (x + w, y), (x + w, y + int(h / 5)), WHITE, 2)
cv2.line(Image, (x, (y + int(h / 5 * 4))), (x, y + h), WHITE, 2)
cv2.line(Image, (x, (y + h)), (x + int(w / 5), y + h), WHITE, 2)
cv2.line(Image, (x + int((w / 5) * 4), y + h), (x + w, y + h), WHITE, 2)
cv2.line(Image, (x + w, (y + int(h / 5 * 4))), (x + w, y + h), WHITE, 2)
class VideoCamera(object):
def __init__(self):
self.video = cv2.VideoCapture(0)
def __del__(self):
self.video.release()
def get_frame(self):
success, image = self.video.read()
# We are using Motion JPEG, but OpenCV defaults to capture raw images,
# so we must encode it into JPEG in order to correctly display the
# video stream.
gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.3, 5)
for (x, y, w, h) in faces:
gray_face = cv2.resize((gray[y:y + h, x:x + w]), (110, 110))
eyes = eye_cascade.detectMultiScale(gray_face)
for (ex, ey, ew, eh) in eyes:
draw_box(gray, x, y, w, h)
ret, jpeg = cv2.imencode('.jpg', gray)
return jpeg.tobytes()
回答2:
Use small size for reading bytes in .read() function.
来源:https://stackoverflow.com/questions/44902550/stream-opencv-frame-to-html-in-python