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awesome-image-classification
A curated list of deep learning image classification papers and codes
https://github.com/eric-erki/awesome-image-classification
- deep_learning_object_detection
- here
- rejected by ICLR2017
- https://arxiv.org/abs/1409.1556
- torchvision : https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/vgg16.py
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/vgg19.py
- https://arxiv.org/abs/1409.4842
- unofficial-tensorflow : https://github.com/conan7882/GoogLeNet-Inception
- unofficial-caffe : https://github.com/lim0606/caffe-googlenet-bn
- https://arxiv.org/abs/1502.01852
- unofficial-chainer : https://github.com/nutszebra/prelu_net
- https://arxiv.org/abs/1512.03385
- facebook-torch : https://github.com/facebook/fb.resnet.torch
- torchvision : https://github.com/pytorch/vision/blob/master/torchvision/models/resnet.py
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/resnet.py
- unofficial-keras : https://github.com/raghakot/keras-resnet
- unofficial-tensorflow : https://github.com/ry/tensorflow-resnet
- https://arxiv.org/abs/1603.05027
- facebook-torch : https://github.com/facebook/fb.resnet.torch/blob/master/models/preresnet.lua
- official : https://github.com/KaimingHe/resnet-1k-layers
- unoffical-pytorch : https://github.com/kuangliu/pytorch-cifar/blob/master/models/preact_resnet.py
- unoffical-mxnet : https://github.com/tornadomeet/ResNet
- https://arxiv.org/abs/1512.00567
- torchvision : https://github.com/pytorch/vision/blob/master/torchvision/models/inception.py
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/inception_v3.py
- https://arxiv.org/abs/1602.07261
- unofficial-keras : https://github.com/kentsommer/keras-inceptionV4
- unofficial-keras : https://github.com/titu1994/Inception-v4
- unofficial-keras : https://github.com/yuyang-huang/keras-inception-resnet-v2
- https://arxiv.org/abs/1603.08029
- unofficial-tensorflow : https://github.com/SunnerLi/RiR-Tensorflow
- unofficial-chainer : https://github.com/nutszebra/resnet_in_resnet
- https://arxiv.org/abs/1603.09382
- unofficial-torch : https://github.com/yueatsprograms/Stochastic_Depth
- unofficial-chainer : https://github.com/yasunorikudo/chainer-ResDrop
- unofficial-keras : https://github.com/dblN/stochastic_depth_keras
- https://arxiv.org/abs/1605.07146
- official : https://github.com/szagoruyko/wide-residual-networks
- unofficial-pytorch : https://github.com/xternalz/WideResNet-pytorch
- unofficial-keras : https://github.com/asmith26/wide_resnets_keras
- unofficial-pytorch : https://github.com/meliketoy/wide-resnet.pytorch
- https://arxiv.org/abs/1602.07360
- torchvision : https://github.com/pytorch/vision/blob/master/torchvision/models/squeezenet.py
- unofficial-caffe : https://github.com/DeepScale/SqueezeNet
- unofficial-keras : https://github.com/rcmalli/keras-squeezenet
- unofficial-caffe : https://github.com/songhan/SqueezeNet-Residual
- https://arxiv.org/abs/1703.01513
- unofficial-tensorflow : https://github.com/aqibsaeed/Genetic-CNN
- https://arxiv.org/abs/1611.02167
- official : https://github.com/bowenbaker/metaqnn
- https://arxiv.org/abs/1610.02915
- official : https://github.com/jhkim89/PyramidNet
- unofficial-pytorch : https://github.com/dyhan0920/PyramidNet-PyTorch
- https://arxiv.org/abs/1608.06993
- official : https://github.com/liuzhuang13/DenseNet
- unofficial-keras : https://github.com/titu1994/DenseNet
- unofficial-caffe : https://github.com/shicai/DenseNet-Caffe
- unofficial-tensorflow : https://github.com/YixuanLi/densenet-tensorflow
- unofficial-pytorch : https://github.com/YixuanLi/densenet-tensorflow
- unofficial-pytorch : https://github.com/bamos/densenet.pytorch
- unofficial-keras : https://github.com/flyyufelix/DenseNet-Keras
- https://arxiv.org/abs/1605.07648
- unofficial-caffe : https://github.com/gustavla/fractalnet
- unofficial-keras : https://github.com/snf/keras-fractalnet
- unofficial-tensorflow : https://github.com/tensorpro/FractalNet
- https://arxiv.org/abs/1611.05431
- official : https://github.com/facebookresearch/ResNeXt
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/resnext.py
- unofficial-pytorch : https://github.com/prlz77/ResNeXt.pytorch
- unofficial-keras : https://github.com/titu1994/Keras-ResNeXt
- unofficial-tensorflow : https://github.com/taki0112/ResNeXt-Tensorflow
- unofficial-tensorflow : https://github.com/wenxinxu/ResNeXt-in-tensorflow
- https://arxiv.org/abs/1707.02725
- official : https://github.com/hellozting/InterleavedGroupConvolutions
- https://arxiv.org/abs/1704.06904
- official : https://github.com/fwang91/residual-attention-network
- unofficial-pytorch : https://github.com/tengshaofeng/ResidualAttentionNetwork-pytorch
- unofficial-gluon : https://github.com/PistonY/ResidualAttentionNetwork
- unofficial-keras : https://github.com/koichiro11/residual-attention-network
- https://arxiv.org/abs/1610.02357
- unofficial-pytorch : https://github.com/jfzhang95/pytorch-deeplab-xception/blob/master/modeling/backbone/xception.py
- unofficial-tensorflow : https://github.com/kwotsin/TensorFlow-Xception
- unofficial-caffe : https://github.com/yihui-he/Xception-caffe
- unofficial-pytorch : https://github.com/tstandley/Xception-PyTorch
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/xception.py
- https://arxiv.org/abs/1704.04861
- unofficial-tensorflow : https://github.com/Zehaos/MobileNet
- unofficial-caffe : https://github.com/shicai/MobileNet-Caffe
- unofficial-pytorch : https://github.com/marvis/pytorch-mobilenet
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/mobilenet.py
- https://arxiv.org/abs/1611.05725
- official : https://github.com/open-mmlab/polynet
- https://arxiv.org/abs/1707.01629
- official : https://github.com/cypw/DPNs
- unoffical-keras : https://github.com/titu1994/Keras-DualPathNetworks
- unofficial-pytorch : https://github.com/oyam/pytorch-DPNs
- unofficial-pytorch : https://github.com/rwightman/pytorch-dpn-pretrained
- https://arxiv.org/abs/1708.05552
- https://arxiv.org/abs/1703.02180
- official : https://github.com/cypw/CRU-Net
- unofficial-mxnet : https://github.com/bruinxiong/Modified-CRUNet-and-Residual-Attention-Network.mxnet
- https://arxiv.org/abs/1707.01083
- unofficial-tensorflow : https://github.com/MG2033/ShuffleNet
- unofficial-pytorch : https://github.com/jaxony/ShuffleNet
- unofficial-caffe : https://github.com/farmingyard/ShuffleNet
- unofficial-keras : https://github.com/scheckmedia/keras-shufflenet
- https://arxiv.org/abs/1711.09224
- official : https://github.com/ShichenLiu/CondenseNet
- unofficial-tensorflow : https://github.com/markdtw/condensenet-tensorflow
- https://arxiv.org/abs/1707.07012
- unofficial-keras : https://github.com/titu1994/Keras-NASNet
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/nasnet.py
- unofficial-pytorch : https://github.com/wandering007/nasnet-pytorch
- unofficial-tensorflow : https://github.com/yeephycho/nasnet-tensorflow
- https://arxiv.org/abs/1801.04381
- unofficial-keras : https://github.com/xiaochus/MobileNetV2
- unofficial-pytorch : https://github.com/Randl/MobileNetV2-pytorch
- unofficial-tensorflow : https://github.com/neuleaf/MobileNetV2
- https://arxiv.org/abs/1804.06202
- https://arxiv.org/abs/1711.00436
- https://arxiv.org/abs/1712.00559
- tensorflow-slim : https://github.com/tensorflow/models/blob/master/research/slim/nets/nasnet/pnasnet.py
- unofficial-pytorch : https://github.com/chenxi116/PNASNet.pytorch
- unofficial-tensorflow : https://github.com/chenxi116/PNASNet.TF
- https://arxiv.org/abs/1802.01548
- tensorflow-tpu : https://github.com/tensorflow/tpu/tree/master/models/official/amoeba_net
- https://arxiv.org/abs/1709.01507
- official : https://github.com/hujie-frank/SENet
- unofficial-pytorch : https://github.com/moskomule/senet.pytorch
- unofficial-tensorflow : https://github.com/taki0112/SENet-Tensorflow
- unofficial-caffe : https://github.com/shicai/SENet-Caffe
- unofficial-mxnet : https://github.com/bruinxiong/SENet.mxnet
- https://arxiv.org/abs/1807.11164
- unofficial-pytorch : https://github.com/Randl/ShuffleNetV2-pytorch
- unofficial-keras : https://github.com/opconty/keras-shufflenetV2
- unofficial-pytorch : https://github.com/Bugdragon/ShuffleNet_v2_PyTorch
- unofficial-caff2: https://github.com/wolegechu/ShuffleNetV2.Caffe2
- https://arxiv.org/abs/1806.00178
- official : https://github.com/homles11/IGCV3
- unofficial-pytorch : https://github.com/xxradon/IGCV3-pytorch
- unofficial-tensorflow : https://github.com/ZHANG-SHI-CHANG/IGCV3
- https://arxiv.org/abs/1807.11626
- unofficial-pytorch : https://github.com/AnjieZheng/MnasNet-PyTorch
- unofficial-caffe : https://github.com/LiJianfei06/MnasNet-caffe
- unofficial-MxNet : https://github.com/chinakook/Mnasnet.MXNet
- unofficial-keras : https://github.com/Shathe/MNasNet-Keras-Tensorflow
- https://arxiv.org/abs/1903.06586
- official : https://github.com/implus/SKNet
- https://arxiv.org/abs/1806.09055
- official : https://github.com/quark0/darts
- unofficial-pytorch : https://github.com/khanrc/pt.darts
- unofficial-tensorflow : https://github.com/NeroLoh/darts-tensorflow
- https://arxiv.org/abs/1812.00332
- official : https://github.com/mit-han-lab/ProxylessNAS
- https://arxiv.org/abs/1905.02244
- unofficial-pytorch : https://github.com/xiaolai-sqlai/mobilenetv3
- unofficial-pytorch : https://github.com/kuan-wang/pytorch-mobilenet-v3
- unofficial-pytorch : https://github.com/leaderj1001/MobileNetV3-Pytorch
- unofficial-pytorch : https://github.com/d-li14/mobilenetv3.pytorch
- unofficial-caffe : https://github.com/jixing0415/caffe-mobilenet-v3
- unofficial-keras : https://github.com/xiaochus/MobileNetV3
- https://arxiv.org/abs/1904.01169
- unofficial-pytorch : https://github.com/4uiiurz1/pytorch-res2net
- unofficial-keras : https://github.com/fupiao1998/res2net-keras
Keywords
deep-learning
24
pytorch
15
tensorflow
14
keras
11
imagenet
10
image-classification
8
resnet
7
caffe
6
densenet
6
mobilenetv3
5
senet
4
machine-learning
4
automl
4
shufflenet
3
neural-architecture-search
3
cnn
3
cifar-100
3
residual-networks
3
cifar-10
3
mobilenetv2
3
resnext
3
nasnet
3
mobilenet
3
classification
2
deeplearning
2
paper
2
neural-network
2
inception-resnet
2
googlenet
2
inception
2
cifar
2
computer-vision
2
wideresnet
2
squeezenet
2
genetic-algorithm
1
torch
1
attention
1
densenet-model
1
cnn-architecture
1
bottleneck
1
pyramidnet
1
torch7
1
network-architecture
1
deap
1
wide-resnet
1
resdrop
1
chainer
1
pre-trained
1
xception
1
inceptionv4
1