Convolution without multiplication: A general speed up strategy for CNNs

Deep Residual Learning for Image Recognition

Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2016 · 214.9K citations · Full text

Image Classification, Deep Neural Networks, Machine Vision +14

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.5K citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +19

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Shaoqing Ren, Kaiming He, Ross Girshick et al. · arXiv (Cornell University) · 2015 · 18.2K citations · Full text

Region Proposal, Scene Analysis, Image Analysis +15

Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning

Christian Szegedy, Sergey Ioffe, Vincent Vanhoucke et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2017 · 4.5K citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +16

Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding

Song Han, Huizi Mao, William J. Dally · arXiv (Cornell University) · 2015 · 3.5K citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +16