Key Frames Extraction in a Video
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Hello Everyone
I am working on a assignment "key frames extraction in a video sequence" Method that i am using as follows
->extracts frames one by one
->histogram difference between two consecutive frames using imhist() and
imabsdiff()
->calculate mean and standard deviation of difference and threshold
->continue till end of video
->again extracts frames one by one
->histogram difference between two consecutive frames using imhist() and
imabsdiff()
->compare this difference with threshold and if it is greater than threshold
select it as a key frame
->continue till end of video
is this method correct??
if anyone have good solution plz help me with the code
thanks in advance
my simple code
vid = 'Wildlife 00_00_20-00_00_30.avi';
readerobj = mmreader(vid);
for k=1: readerobj.NumberOfFrames
I=read(readerobj,k);
if(k~= readerobj.NumberOfFrames)
J=read(readerobj,k+1);
sss=absdif(I,J);
X(k)=sss;
end
end
mean=mean2(X)
std=std2(X)
threshold=std+mean*4
for k=1: readerobj.NumberOfFrames
I = read(readerobj,k);
if(k~=readerobj.NumberOfFrames)
J= read(readerobj,k+1);
sss=absdif(I,J);
if(sss>mean)
imwrite(J,strcat('D:\',Names{k+1}));
end
end
% absdif function
function [ res ] = absdif( I,J )
k=rgb2gray(I);
l=rgb2gray(J);
m=imhist(k);
n=imhist(l);
dif=imabsdiff(m,n);
res=sum(dif);
end
21 Comments
msp
on 1 Mar 2013
i m getting error in following line imwrite(J,strcat('D:\',Names{k+1})); unable to write Please see whats the error.
Walter Roberson
on 1 Mar 2013
Do you have write access to the D:\ directory?
Walter Roberson
on 1 Mar 2013
Edited: Walter Roberson
on 1 Mar 2013
Construct the name in one line and then use it in the next. That way you will be able to check the validity of the name construction. Also consider using fullfile() instead of strcat()
Walter Roberson
on 1 Mar 2013
filename = fullfile('D:\', sprintf('frame_%05d.tiff', k) );
imwrite(J, filename);
msp
on 10 Mar 2013
above code is extracting Key frame even though some duplicate or redundant frame are coming what change should make in the code.
msp
on 29 Mar 2013
any replies
Walter Roberson
on 29 Mar 2013
Perhaps you need to im2double() the frames.
msp
on 14 Apr 2013
can u help me out where i should make the changes in the above code so that key frames will extracted correctly please.
msp
on 22 Apr 2013
please any replies
msp
on 26 Apr 2013
no reply ?
Walter Roberson
on 26 Apr 2013
Nope.
msp
on 29 Apr 2013
hello sir when i save frames of video they are not saved continuously they save in random order of index say example
frame_0015, frame_00124 so on... i want to save them continuously like index from 1 to n from frame_001,frame_002.... so on.
filename = fullfile('D:\', sprintf('frame_%05d.JPG', k) ); imwrite(J, filename);
help me please
Walter Roberson
on 29 Apr 2013
Before the for loop,
frc = 0;
Then change the filename assignment to
frc = frc + 1;
filename = fullfile('D:\', sprintf('frame_%05d.JPG', frc));
msp
on 29 Apr 2013
thank you sir.
rujul mankad
on 12 Mar 2015
"threshold=std+mean*4 " for this how can we identify that it should be 4..and can we give global threshold?
abhishek patel
on 6 Apr 2015
i m geting error in following line X(k)=sss.... Subscripted assignment dimension mismatch.
Ashvini babaleshwar
on 18 Jul 2016
m getting error at last function part, can u please help me.
Walter Roberson
on 18 Jul 2016
Please post the entire error message, everything in red. Also since there were several revisions suggested to the posted code, please post your code so we know what we are dealing with.
k swati subudhi
on 21 Oct 2016
i am getting an error like this :Undefined function 'absdif' for input arguments of type 'uint8'. what should i do ??
Walter Roberson
on 21 Oct 2016
Use imabsdiff instead of absdif
Shivam Thakur
on 7 Oct 2018
Sir I work in one video project.When I try this code I get the error is " subscripted Assignment Dimension mismatch"....in line X(k)=sss.please solve the error sir.
Answers (1)
Rajendra Oli
on 30 Mar 2018
0 votes
Is cnn algorithm used in this code?
1 Comment
Walter Roberson
on 30 Mar 2018
No, cnn is not used in the above code.
It might be possible to develop a key frame extraction algorithm that uses Convolutional Neural Networks as part of the algorithm, but this is not such an algorithm.
http://ieeexplore.ieee.org/document/8311477/ CNN based key frame extraction for face in video recognition
https://www.slideshare.net/SuhasPillai1/key-frame-extraction-for-salient-activity-recognition Key Frame Extraction for Salient Activity Recognition
https://link.springer.com/chapter/10.1007%2F978-981-10-7305-2_51 Deep Key Frame Extraction for Sport Training
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