AlexNet
The deep CNN that won ImageNet 2012 and sparked the deep learning revolution
CS231n: CNNs for Visual Recognition
Stanford's foundational course on deep learning for computer vision
Multi-Scale Context Aggregation by Dilated Convolutions
Expanding receptive fields exponentially without losing resolution or adding parameters
Identity Mappings in Deep Residual Networks
Pre-activation ResNet design that enables training of 1000+ layer networks
ResNet
Deep residual learning with skip connections that enabled training of 152+ layer networks