Feature extraction methods for grayscale image

I am working on IR image, which is a grayscale image of a person moving his arms. So anyone tell me which feature extraction will be good to capture the motion information? like Local binary Pattern (LBP) captures the texture information similarly (Histogram of Oriented Gradient) HOG counts occurrences of gradient orientation. Are there any other methods which will be useful fo grayscale image?