A benchmark of selected algorithmic differentiation tools on some problems in computer vision and machine learning.

Filip Srajer, Zuzana Kukelova, Andrew W Fitzgibbon

Abstract: Algorithmic differentiation (AD) allows exact computation of derivatives given only an implementation of an objective function. Although many AD tools are available, a proper and efficient implemen...