First, we propose a Parametric Rectified Linear Unit that generalizes the normal rectified unit. PReLU improves mannequin becoming with practically zero additional computational price and little overfitting threat. Second, we derive a robust initialization technique that particularly considers the rectifier nonlinearities. This technique allows us to train extraordinarily deep rectified models directly from scratch and to examine deeper or wider community architectures. Based on our PReLU networks (PReLU-nets), we obtain four.94% top-5 take a look at error on the ImageNet 2012 classification dataset. This is a 26% relative enchancment over the ILSVRC 2014 winner (GoogLeNet, 6.66%).
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