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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
Last synced: 1 day ago
JSON representation
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Background
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Papers&Codes
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GoogleNet
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PReLU-nets
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ResNet
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PreActResNet
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Inceptionv4 && Inception-ResNetv2
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RiR
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Stochastic Depth ResNet
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WRN
- 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/1605.07146
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SqueezeNet
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GeNet
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MetaQNN
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PyramidNet
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DenseNet
- official : https://github.com/liuzhuang13/DenseNet
- unofficial-keras : https://github.com/titu1994/DenseNet
- unofficial-caffe : https://github.com/shicai/DenseNet-Caffe
- unofficial-pytorch : https://github.com/bamos/densenet.pytorch
- unofficial-keras : https://github.com/flyyufelix/DenseNet-Keras
- https://arxiv.org/abs/1608.06993
- unofficial-pytorch : https://github.com/YixuanLi/densenet-tensorflow
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FractalNet
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ResNext
- official : https://github.com/facebookresearch/ResNeXt
- 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/1611.05431
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/resnext.py
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IGCV1
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Residual Attention Network
- 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/1704.06904
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Xception
- 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
- https://arxiv.org/abs/1610.02357
- unofficial-pytorch : https://github.com/jfzhang95/pytorch-deeplab-xception/blob/master/modeling/backbone/xception.py
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/xception.py
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MobileNet
- unofficial-tensorflow : https://github.com/Zehaos/MobileNet
- unofficial-caffe : https://github.com/shicai/MobileNet-Caffe
- https://arxiv.org/abs/1704.04861
- unofficial-pytorch : https://github.com/marvis/pytorch-mobilenet
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/mobilenet.py
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PolyNet
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DPN
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CRU-Net
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ShuffleNet
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CondenseNet
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NasNet
- unofficial-keras : https://github.com/titu1994/Keras-NASNet
- unofficial-pytorch : https://github.com/wandering007/nasnet-pytorch
- unofficial-tensorflow : https://github.com/yeephycho/nasnet-tensorflow
- https://arxiv.org/abs/1707.07012
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/nasnet.py
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MobileNetV2
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PNasNet
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SENet
- 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/1709.01507
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ShuffleNetV2
- unofficial-pytorch : https://github.com/Randl/ShuffleNetV2-pytorch
- unofficial-keras : https://github.com/opconty/keras-shufflenetV2
- unofficial-caff2: https://github.com/wolegechu/ShuffleNetV2.Caffe2
- https://arxiv.org/abs/1807.11164
- unofficial-pytorch : https://github.com/Bugdragon/ShuffleNet_v2_PyTorch
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IGCV3
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MNasNet
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SKNet
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DARTS
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ProxylessNAS
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MobileNetV3
- 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/1905.02244
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Res2Net
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VGG
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Inceptionv3
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Block-QNN
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IGCV2
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hier
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AmoebaNet
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Performance Table
Categories
Sub Categories
DenseNet
7
MobileNetV3
7
ResNext
7
SENet
6
Xception
6
ShuffleNet
5
NasNet
5
Residual Attention Network
5
MNasNet
5
DPN
5
ShuffleNetV2
5
MobileNet
5
WRN
5
ResNet
4
PreActResNet
4
MobileNetV2
4
IGCV3
4
Inceptionv4 && Inception-ResNetv2
4
FractalNet
4
PNasNet
4
SqueezeNet
4
Stochastic Depth ResNet
4
DARTS
4
RiR
3
VGG
3
PyramidNet
3
Res2Net
3
CRU-Net
3
CondenseNet
3
GoogleNet
3
AmoebaNet
2
ProxylessNAS
2
SKNet
2
PReLU-nets
2
Inceptionv3
2
IGCV1
2
PolyNet
2
MetaQNN
2
GeNet
2
IGCV2
1
hier
1
Block-QNN
1
Keywords
deep-learning
24
pytorch
16
tensorflow
14
imagenet
11
keras
11
image-classification
8
caffe
7
resnet
7
densenet
6
mobilenetv3
5
machine-learning
4
senet
4
mobilenetv2
4
automl
4
neural-architecture-search
3
shufflenet
3
cnn
3
resnext
3
nasnet
3
mobilenet
3
residual-networks
3
cifar-10
3
cifar-100
3
neural-network
2
paper
2
inception-resnet
2
classification
2
inception
2
computer-vision
2
cifar
2
xception
2
wideresnet
2
squeezenet
2
architecture-search
2
mnasnet
2
googlenet
2
deeplearning
2
cnn-architecture
1
object-detection
1
network-architecture
1
torch7
1
pyramidnet
1
bottleneck
1
densenet-model
1
deep-neural-networks
1
torch
1
attention
1
cvpr-2017
1
objectdetection
1
cifar100
1