A novel entropy enhancement technique is devised exploiting the discrete wavelet transforms to improve the visibility of the medical images by making the subtle features more prominent and the comparison of the proposed scheme with some of the best contemporary schemes shows the significant improvement of the techniques in terms of diabetic retinopathy classification.