frame difference using python - python

I'm trying to do frame difference this is my code below
import numpy as np
import cv2
current_frame =cv2.VideoCapture(0)
previous_frame=current_frame
while(current_frame.isOpened()):
current_frame_gray = cv2.cvtColor(current_frame, cv2.COLOR_BGR2GRAY)
previous_frame_gray= cv2.cvtColor(previous_frame, cv2.COLOR_BGR2GRAY)
frame_diff=cv2.absdiff(current_frame_gray,previous_frame_gray)
cv2.imshow('frame diff ',frame_diff)
cv2.waitKey(1)
current_frame.copyto(previous_frame)
ret, current_frame = current_frame.read()
current_frame.release()
cv2.destroyAllWindows()
my problem is that I tried to create empty frame to save the first frame from current_frame
previous_frame=np.zeros(current_frame.shape,dtype=current_frame.dtype)
But I think it is not correct , then I tried to pass current_frame like this:
previous_frame=current_frame
Now I'm getting this error :
current_frame_gray = cv2.cvtColor(current_frame, cv2.COLOR_BGR2GRAY)
TypeError: src is not a numpy array, neither a scalar
so what should I do for this ?
Thanks for help

You have mixed the VideoCapture object and the frame.
I've also made small changes in the frame copy and waitkey.
import cv2
cap = cv2.VideoCapture(0)
ret, current_frame = cap.read()
previous_frame = current_frame
while(cap.isOpened()):
current_frame_gray = cv2.cvtColor(current_frame, cv2.COLOR_BGR2GRAY)
previous_frame_gray = cv2.cvtColor(previous_frame, cv2.COLOR_BGR2GRAY)
frame_diff = cv2.absdiff(current_frame_gray,previous_frame_gray)
cv2.imshow('frame diff ',frame_diff)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
previous_frame = current_frame.copy()
ret, current_frame = cap.read()
cap.release()
cv2.destroyAllWindows()

Related

Converting video into frames by openCV

while converting video into frames , it does converted but it show this error
4 while success:
35 success, frame = cap.read()
---> 36 grayFrame = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
37 if(success==False and frame==None):
38 pass
error: OpenCV(3.4.2) c:\miniconda3\conda-bld\opencv suite_1534379934306\work\modules\imgproc\src\color.hpp:253: error: (-215:Assertion failed) VScn::contains(scn) && VDcn::contains(dcn) && VDepth::contains(depth) in function 'cv::CvtHelper<struct cv::Set<3,4,-1>,struct cv::Set<1,-1,-1>,struct cv::Set<0,2,5>,2>::CvtHelper'
Instead of using success variable twice, check whether the camera or video is opened:
while cap.isOpened():
Then get the read outputs.
ret, frame = cap.read()
If the frame is returned successfully, write it to the folder:
if ret:
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
cv2.imwrite("output_frames/gray.png", gray)
Since you'll have multiple frames, you can use a counter to save each frame.
count = 0
while cap.isOpened():
ret, frame = cap.read()
if ret:
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
cv2.imwrite("output_frames/gray_{}.png".format(count), gray)
count += 1
Full code:
import cv2
cap = cv2.VideoCapture("video.mp4")
count = 0
while cap.isOpened():
ret, frame = cap.read()
if ret:
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
cv2.imwrite("output_frames/gray_{}.png".format(count), gray)
cv2.imshow("output", gray)
count += 1
if (cv2.waitKey(1) & 0xFF) == ord('q'):
break
cv2.destroyAllWindows()
cap.release()

Resize frame of cv2.VideoCapture

I'm trying to resize frame image-array in original (480,640,3) to (224,224,3), but I use
CV_CAP_PROP_FRAME_WIDTH, CV_CAP_PROP_FRAME_HEIGHT, only change size of frame that displayed on my screen. Thank you very much!
My code here!
import cv2
import numpy as np
cap = cv2.VideoCapture(0)
while(True):
# Capture frame-by-frame
ret, frame = cap.read()
frame = cv2.flip(frame, 1)
# Display the resulting frame
cv2.imshow('frame',frame)
print(frame.shape)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
# When everything done, release the capture
cap.release()
cv2.destroyAllWindows()
you can add following code in your while loop,
frame = cv2.resize(frame, (224, 224))
print(frame.shape)

How can I change a single frame in a video using OpenCV?

I have a video that I built using OpenCV VideoWriter.
I want to change a specific frame with a different one.
Is there a way to do it without rebuilding the entire video?
I am changing the third frame by making all pixels to zeros.
import numpy as np
import cv2
cap = cv2.VideoCapture(0)
fourcc = cv2.VideoWriter_fourcc(*'XVID')
out = cv2.VideoWriter('output.avi',fourcc, 20.0, (640,480))
frame_number = -1
while(True):
frame_number += 1
ret, frame = cap.read()
if frame_number == 3: # if frame is the third frame than replace it with blank drame
change_frame_with = np.zeros_like(frame)
frame = change_frame_with
out.write(frame)
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
cv2.imshow('frame',gray)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
If you do not want to go through all the frames again:
import numpy as np
import cv2
cap = cv2.VideoCapture(0)
fourcc = cv2.VideoWriter_fourcc(*'XVID')
out = cv2.VideoWriter('output.avi',fourcc, 20.0, (640,480))
frame_number = -1
while(True):
frame_number += 1
ret, frame = cap.read()
if frame_number == 3: # if frame is the third frame than replace it with blank drame
change_frame_with = np.zeros_like(frame)
frame = change_frame_with
out.write(frame)
break # add a break here
else:
out.write(frame)
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
cv2.imshow('frame',gray)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
But the above solution will not write all the other frames after 3 to the whole new video
This might help you :)
import cv2 as cv
vid = cv.VideoCapture('input.mp4')
total_frames = last_frame_number = vid.get(cv.CAP_PROP_FRAME_COUNT)
fourcc = cv.VideoWriter_fourcc(*'avc1')
writer = cv.VideoWriter("output.mp4", apiPreference=0,fourcc=fourcc,fps=video_fps[0], frameSize=(width, height))
frame_number = -1
while(True):
frame_number += 1
vid.set(1,frame_number)
ret, frame = vid.read()
if not ret or frame_number >= last_frame_number: break
# check these two lines first
if frame_number == changeable_frame_number :
frame = new_img_to_be_inserted
writer.write(frame)
# frame = np.asarray(frame)
gray = cv.cvtColor(frame, cv.IMREAD_COLOR)
# cv.imshow('frame',gray)
if cv.waitKey(1) & 0xFF == ord('q'):
break
vid.release()
writer.release()
cv.destroyAllWindows()

error while saving video file using open cv

program:
import numpy as np
import cv2
cap = cv2.VideoCapture(1)
fourcc = cv2.VideoWriter_fourcc(*'VID')
out = cv2.VideoWriter('output.avi',fourcc, 20.0, (640,480))
while(True):
ret, frame = cap.read()
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
out.write(frame)
cv2.imshow('frame',gray)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
out.release()
cv2.destroyAllWindows()
error:
Traceback (most recent call last):
File "D:/ANIKET/python projects/img_process.py", line 5, in <module>
fourcc = cv2.VideoWriter_fourcc(*'VID')
TypeError: Required argument 'c4' (pos 4) not found
i m trying to save the video file.
but i m getting this error.
plz tell me what i am doing wrong
you can also use -1 as an default argument. It had worked in my case.
import numpy as np
import cv2
cap = cv2.VideoCapture(0)
# Define the codec and create VideoWriter object
#fourcc = cv2.VideoWriter_fourcc(*'XVID')
out = cv2.VideoWriter('output.avi',-1, 20.0, (640,480))
while(cap.isOpened()):
ret, frame = cap.read()
if ret:
gray = cv2.cvtColor(src=frame, code=cv2.COLOR_BGR2GRAY)
out.write(gray)
cv2.imshow('frame', gray)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
else:
break
cap.release()
out.release()
cv2.destroyAllWindows()
This code addresses both your original issue (replacing *'VID' with *'XVID') as well as your subsequent issue in the comment to your question:
import numpy as np
import cv2
cap = cv2.VideoCapture(0)
# Define the codec and create VideoWriter object
fourcc = cv2.VideoWriter_fourcc(*'XVID')
out = cv2.VideoWriter('output.avi',fourcc, 20.0, (640,480))
while(cap.isOpened()):
ret, frame = cap.read()
if ret:
gray = cv2.cvtColor(src=frame, code=cv2.COLOR_BGR2GRAY)
out.write(gray)
cv2.imshow('frame', gray)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
else:
break
cap.release()
out.release()
cv2.destroyAllWindows()
Feel free to tell me if this works as you intended and point out any remaining issues!

Processing frame every second in opencv python

Here is the code for reading video file from webcam using opencv website. I just want to process the frame every second.
import numpy as np
import cv2
cap = cv2.VideoCapture(0)
while(True):
# Capture frame-by-frame
ret, frame = cap.read()
# Our operations on the frame come here
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
# Display the resulting frame
cv2.imshow('frame',gray)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
# When everything done, release the capture
cap.release()
cv2.destroyAllWindows()
How should I modify the code:
You should just make your process wait for one second before each read:
import numpy as np
import cv2
import time
cap = cv2.VideoCapture(0)
while(True):
# Capture frame-by-frame
start_time = time.time()
ret, frame = cap.read()
# Our operations on the frame come here
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
# Display the resulting frame
cv2.imshow('frame',gray)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
time.sleep(1.0 - time.time() + start_time) # Sleep for 1 second minus elapsed time
# When everything done, release the capture
cap.release()
cv2.destroyAllWindows()

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