Some shape descriptor that I used: Compactness, Formfactor, Solidity, Convexity, Dissimilarity, Asymmetry(90), Asymmetry(180), Ellipticity
Compactness and Asymmetry(90) have high correlation with ellipticity
Formfactor and Convexity have high correlation with Max Caliber (the size of object)
