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I have found the solution to the problem.
Blank images will have highly uniform pixel values throughout the whole image. To measure the degree of uniformity (or variability), I came up with the function that calculates the standard deviation of all pixel values. An image is determined to be blank if the standard deviation falls below a certain threshold.
Answered by myself :)
Can you share the code on how you do the detection?