CNNs

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Paper2016

Identity Mappings in Deep Residual Networks

He et al.

Pre-activation ResNet design that enables training of 1000+ layer networks

Misc2015

CS231n: CNNs for Visual Recognition

Stanford

Stanford's foundational course on deep learning for computer vision

Course Article Video

Paper2015

Multi-Scale Context Aggregation by Dilated Convolutions

Yu & Koltun

Expanding receptive fields exponentially without losing resolution or adding parameters

Paper2015

ResNet

He et al.

Deep residual learning with skip connections that enabled training of 152+ layer networks

Paper2012

AlexNet

Krizhevsky, Sutskever & Hinton

The deep CNN that won ImageNet 2012 and sparked the deep learning revolution