Which 2012 CNN architecture won the ImageNet competition by a large margin, signaling the start of the 'Deep Learning' revolution?

AlexNet

Designed by Alex Krizhevsky, Ilya Sutskever, and Geoffrey Hinton, AlexNet utilized GPUs, ReLU activations, and Dropout. Its success proved that deep learning could significantly outperform traditional computer vision methods.