Translations:ImageNet Classification with Deep CNNs/14/en

dropout was applied to the outputs of the first two fully connected layers during training, randomly setting each neuron's output to zero with probability 0.5. This approximately doubled the number of iterations required to converge, but substantially reduced overfitting.