Damien Teney, Ehsan Abbasnedjad, Anton van den Hengel
TL;DR使用对照例子作为监督信号,改进深度学习的训练方法,提高神经网络的泛化能力及性能。
Abstract
One of the primary challenges limiting the applicability of deep learning is its susceptibility to learning spurious correlations rather than the underlying mechanisms of the task of interest. The resulting failure to generalise cannot be addressed by simply using more data from the sa