GitHub repo's for DNN architectures

dnn-arch-repo.md

Classification

• ResNet
  (official) https://github.com/KaimingHe/deep-residual-networks
  (official) https://github.com/KaimingHe/resnet-1k-layers
  https://github.com/facebook/fb.resnet.torch

• Inception
  https://github.com/tensorflow/models/tree/master/research/inception

• DenseNet
  (official) https://github.com/liuzhuang13/DenseNet

• MobileNet
  (official) https://github.com/tensorflow/models/blob/master/research/slim/nets/mobilenet_v1.md
  https://github.com/KeyKy/mobilenet-mxnet
  https://github.com/shicai/MobileNet-Caffe
  https://github.com/farmingyard/caffe-mobilenet

• ShuffleNet
  https://github.com/camel007/Caffe-ShuffleNet
  https://github.com/farmingyard/ShuffleNet

• SEnet
  (official) https://github.com/hujie-frank/SENet
  https://github.com/shicai/SENet-Caffe

• DPN (dual path networks)
  (official) https://github.com/cypw/DPNs
  (mxnet) https://github.com/miraclewkf/DPN

• ResNext
  https://github.com/facebookresearch/ResNeXt

  1. Training code in PyTorch code
  2. Converting ImageNet pretrained model to PyTorch model and source. code
  3. Training code in MXNet and pretrained ImageNet models code
  4. Caffe prototxt, pretrained ImageNet models (with ResNeXt-152), curves codecode

detection

• Faster-RCNN
  https://github.com/ShaoqingRen/faster_rcnn
  https://github.com/rbgirshick/py-faster-rcnn

• YOLO
  https://github.com/pjreddie/darknet

• SSD
  https://github.com/weiliu89/caffe/tree/ssd

• R-FCN
  https://github.com/daijifeng001/R-FCN
  https://github.com/giorking/mx-rfcn

• MobileNet-SSD
  https://github.com/chuanqi305/MobileNet-SSD https://github.com/Zehaos/MobileNet

• FPN
  https://github.com/xmyqsh/FPN

• DCN (deformable convolutional networks)
  https://github.com/msracver/Deformable-ConvNets