MIRU2018 tutorial3. Team year Error (top-5) AlexNet 2012 15.3% Clarifai 2013 11.2% VGG 2014 7.32% GoogLeNet 2014 6.67% ResNet 2015 3.57% ResNet+ 2016 2.99% SENet 2017 2.25% human expert 5.1% 14. • 2012年のILSVRC優勝モデル • Rectified Linear Units (ReLU) • Local Response Normalization (LRN) • Dropout（全結合層） • Pre-training（事前学習） A. Krizhevsky, "Imagenet classification with deep convolutional neural networks”, NIPS, 2012. 15
