I'm trying to convert a video from my camera feed, which has low fps to gray. I have successfully fetched the video now I want to convert it to grayscale.
I've tried basic opencv operations and it isn't working. I get a video file when I open it there is no video.
import cv2
import time
cap = cv2.VideoCapture('output.avi')
fourcc = cv2.VideoWriter_fourcc(*'XVID')
print(fourcc)
out = cv2.VideoWriter('grey.avi',fourcc, 30.0, (800,600))
while True:
ret, frame = cap.read()
time.sleep(0.1)
cv2.imshow('frame1',frame)
frame = cv2.cvtColor(frame,cv2.COLOR_BGR2GRAY)
out.write(frame)
cv2.imwrite('img.jpg',frame)
cv2.imshow('frame',frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
You need to change the isColor
flag in cv2.VideoWriter
. Currently the video writer setting is set to color instead of gray scale. You're incorrectly attempting to save a 3-channel color image (OpenCV default is BGR) as a gray scale image.
Change
out = cv2.VideoWriter('grey.avi',fourcc, 30.0, (800,600))
to
out = cv2.VideoWriter('grey.avi',fourcc, 30.0, (800,600), isColor=False)
Also your overall goal seems to capture video from a stream/camera feed and save the captured video in gray scale format. Here's an 'all in one' widget that reads frames from a camera stream link (RTSP), converts each frame to gray scale, and saves it as a video. Change video_src
to your camera stream link.
from threading import Thread
import cv2
class VideoToGrayscaleWidget(object):
def __init__(self, src=0):
# Create a VideoCapture object
self.capture = cv2.VideoCapture(src)
# Default resolutions of the frame are obtained (system dependent)
self.frame_width = int(self.capture.get(3))
self.frame_height = int(self.capture.get(4))
# Set up codec and output video settings
self.codec = cv2.VideoWriter_fourcc('X','V','I','D')
self.output_video = cv2.VideoWriter('output.avi', self.codec, 30, (self.frame_width, self.frame_height), isColor=False)
# Start the thread to read frames from the video stream
self.thread = Thread(target=self.update, args=())
self.thread.daemon = True
self.thread.start()
def update(self):
# Read the next frame from the stream in a different thread
while True:
if self.capture.isOpened():
(self.status, self.frame) = self.capture.read()
def show_frame(self):
# Convert to grayscale and display frames
if self.status:
self.gray = cv2.cvtColor(self.frame, cv2.COLOR_BGR2GRAY)
cv2.imshow('grayscale frame', self.gray)
# Press 'q' on keyboard to stop recording
key = cv2.waitKey(1)
if key == ord('q'):
self.capture.release()
self.output_video.release()
cv2.destroyAllWindows()
exit(1)
def save_frame(self):
# Save grayscale frame into video output file
self.output_video.write(self.gray)
if __name__ == '__main__':
video_src = 'Your video stream link!'
video_stream_widget = VideoToGrayscaleWidget(video_src)
while True:
try:
video_stream_widget.show_frame()
video_stream_widget.save_frame()
except AttributeError:
pass
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