Classic Networks
LeNet-5: LeCun et al, "Gradient-Based Learning Applied to Document Recognition": http://yann.lecun.com/exdb/publis/pdf/lecun-01a.pdf
AlexNet: Krizhevsky et al, "ImageNet Classification with Deep Convolutional Neural Networks": https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf
VGG-16: Simonyan et al, "Very Deep Convolutional Networks for Large-Scale Image Recognition": https://arxiv.org/pdf/1409.1556.pdf
Resnets
Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, "Deep Residual Learning for Image Recognition": https://arxiv.org/abs/1512.03385
Networks in Networks and 1x1 Convolutions
Min Lin, Qiang Chen, Shuicheng Yan, "Network In Network": https://arxiv.org/abs/1312.4400
Inception Networks
Christian Szegedy, and lots of others, "Going Deeper with Convolutions": https://arxiv.org/abs/1409.4842
Convolutional Implementation of Sliding Windows
Pierre Sermanet, David Eigen, Xiang Zhang, Michael Mathieu, Rob Fergus, Yann LeCun, "OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks": https://arxiv.org/abs/1312.6229
Bounding Box Predictions
Joseph Redmon, Santosh Divvala, Ross Girshick, Ali Farhadi, "You Only Look Once: Unified, Real-Time Object Detection": https://arxiv.org/abs/1506.02640
Region Proposals
Ross Girshick, Jeff Donahue, Trevor Darrell, Jitendra Malik, "Rich feature hierarchies for accurate object detection and semantic segmentation": https://arxiv.org/abs/1311.2524
Siamese Network
Taigman et al, "DeepFace: Closing the Gap to Human-Level Performance in Face Verification": https://www.cs.toronto.edu/~ranzato/publications/taigman_cvpr14.pdf
Triplet Loss
Florian Schroff, Dmitry Kalenichenko, James Philbin, "FaceNet: A Unified Embedding for Face Recognition and Clustering": https://arxiv.org/abs/1503.03832
What are deep ConvNets learning?
Matthew D Zeiler, Rob Fergus, "Visualizing and Understanding Convolutional Networks": https://arxiv.org/abs/1311.2901
Neural Style
Leon A. Gatys, Alexander S. Ecker, Matthias Bethge, "A Neural Algorithm of Artistic Style": https://arxiv.org/abs/1508.06576