convert multidimensional feature vector to fixed size

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I have a multidimensional feature vector for the N image, which varies in length.
I had to add NaN for images with a small vector length to be stored in the matrix!
I have several key points for the N image . And that's my feature length for different images is different.
Does the bag of feature method apply here? How is this at all?
How do I convert a feature set to a fixed feature to get the vector size for all images (rows) fixed?
Is there a way?

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