We aim to provide a small background on Lengenre-Fenchel transformation, the applications of which have been increasingly getting popular in computer vision. A general motivation follows up with standard examples. Then we take a good view on their applications in solving various standard computer vision problems e.g. image denoising, optical flow, image deconvolution etc