ClassicNetwork 图像分类网络论文链接汇总

Posted 2022-05-10 风信子的猫Redamancy

ClassicNetwork 图像分类网络论文链接汇总

Classical network implemented by pytorch

LeNet:

• LeNet: LeNet-5, convolutional neural networks

  http://yann.lecun.com/exdb/lenet/index.html

AlexNet:

• ImageNet Classification with Deep Convolutional Neural Networks, Alex Krizhevsky, 2012

  http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf

VGG:

• Very Deep Convolutional Networks for Large-Scale Image Recognition,Karen Simonyan,2014

  https://arxiv.org/abs/1409.1556

ResNet:

• Deep Residual Learning for Image Recognition, He-Kaiming, 2016

  https://arxiv.org/abs/1512.03385

Batch Normalization

• Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift,2015

  https://arxiv.org/abs/1502.03167

ZFNet

• Visualizing and Understanding Convolutional Networks,2013

  https://arxiv.org/abs/1311.2901

Inception系列

• InceptionV1: Going deeper with convolutions , Christian Szegedy , 2014

  https://arxiv.org/abs/1409.4842

• InceptionV2 and InceptionV3: Rethinking the Inception Architecture for Computer Vision , Christian Szegedy ,2015

  https://arxiv.org/abs/1512.00567

• InceptionV4 and Inception-ResNet: Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning , Christian Szegedy ,2016

  https://arxiv.org/abs/1602.07261

DenseNet:

• Densely Connected Convolutional Networks, 2017

  https://arxiv.org/abs/1608.06993

ResNeXt:

• Aggregated Residual Transformations for Deep Neural Networks,2017

  https://arxiv.org/abs/1611.05431

NASNet:

• Learning Transferable Architectures for Scalable Image Recognition

  https://arxiv.org/abs/1707.07012

SENet

• Squeeze-and-Excitation Networks

  https://arxiv.org/abs/1709.01507

MobileNet:

• MobileNet(v1) : MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

  https://arxiv.org/abs/1704.04861

• MobileNet(v2) : MobileNetV2: Inverted Residuals and Linear Bottlenecks

  https://arxiv.org/abs/1801.04381

• MobileNet(v3) : Searching for MobileNetV3

  https://arxiv.org/abs/1905.02244

ShuffleNet:

• ShuffleNet(v1) :ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices

  https://arxiv.org/abs/1707.01083

• ShuffleNet(v2) :ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design

  https://arxiv.org/abs/1807.11164

EfficientNet:

• EfficientNet(v1) :EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks

  https://arxiv.org/abs/1905.11946

• EfficientNet(v2) :EfficientNetV2: Smaller Models and Faster Training

  https://arxiv.org/abs/2104.00298