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awesome-image-classification
A curated list of deep learning image classification papers and codes
https://github.com/weiaicunzai/awesome-image-classification
Last synced: about 3 hours ago
JSON representation
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Papers&Codes
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RiR
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Stochastic Depth ResNet
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WRN
- 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
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SqueezeNet
- 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
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GeNet
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MetaQNN
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PyramidNet
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DenseNet
- 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-pytorch : https://github.com/bamos/densenet.pytorch
- unofficial-keras : https://github.com/flyyufelix/DenseNet-Keras
- unofficial-pytorch : https://github.com/YixuanLi/densenet-tensorflow
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FractalNet
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ResNext
- https://arxiv.org/abs/1611.05431
- 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
- official : https://github.com/facebookresearch/ResNeXt
- unofficial-tensorflow : https://github.com/taki0112/ResNeXt-Tensorflow
- unofficial-tensorflow : https://github.com/wenxinxu/ResNeXt-in-tensorflow
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IGCV1
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Residual Attention Network
- 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
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Xception
- 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
- 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
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MobileNet
- 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
- unofficial-tensorflow : https://github.com/Zehaos/MobileNet
- unofficial-caffe : https://github.com/shicai/MobileNet-Caffe
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PolyNet
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DPN
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Block-QNN
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CRU-Net
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VGG
- 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
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GoogleNet
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PReLU-nets
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ResNet
- https://arxiv.org/abs/1512.03385
- 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
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PreActResNet
- https://arxiv.org/abs/1603.05027
- facebook-torch : https://github.com/facebook/fb.resnet.torch/blob/master/models/preresnet.lua
- unoffical-pytorch : https://github.com/kuangliu/pytorch-cifar/blob/master/models/preact_resnet.py
- official : https://github.com/KaimingHe/resnet-1k-layers
- unoffical-mxnet : https://github.com/tornadomeet/ResNet
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Inceptionv3
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Inceptionv4 && Inception-ResNetv2
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DLA
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CRU-Net
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ShuffleNet
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CondenseNet
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NasNet
- https://arxiv.org/abs/1707.07012
- keras-applications : https://github.com/keras-team/keras-applications/blob/master/keras_applications/nasnet.py
- unofficial-keras : https://github.com/titu1994/Keras-NASNet
- unofficial-pytorch : https://github.com/wandering007/nasnet-pytorch
- unofficial-tensorflow : https://github.com/yeephycho/nasnet-tensorflow
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MobileNetV2
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MNasNet
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IGCV2
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hier
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PNasNet
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AmoebaNet
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SENet
- 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
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ShuffleNetV2
- https://arxiv.org/abs/1807.11164
- unofficial-pytorch : https://github.com/Bugdragon/ShuffleNet_v2_PyTorch
- unofficial-pytorch : https://github.com/Randl/ShuffleNetV2-pytorch
- unofficial-keras : https://github.com/opconty/keras-shufflenetV2
- unofficial-caff2: https://github.com/wolegechu/ShuffleNetV2.Caffe2
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CBAM
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IGCV3
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BAM
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SKNet
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DARTS
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ProxylessNAS
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MobileNetV3
- 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
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Res2Net
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LIP-ResNet
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EfficientNet
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FixResNeXt
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BiT
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PSConv + ResNext101
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NoisyStudent
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RegNet
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GhostNet
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ViT
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DeiT
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PVT
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T2T
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DeepVit
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ViL
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TNT
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CvT
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CViT
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Focal-T
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Twins
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PVTv2
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Performance Table
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Background
Programming Languages
Categories
Sub Categories
MobileNetV3
7
ResNext
7
DenseNet
7
SENet
6
Xception
6
ShuffleNetV2
5
MobileNet
5
MNasNet
5
Residual Attention Network
5
WRN
5
ResNet
5
ShuffleNet
5
PreActResNet
5
CRU-Net
5
NasNet
5
DPN
5
SqueezeNet
5
DARTS
4
Stochastic Depth ResNet
4
VGG
4
IGCV3
4
CBAM
4
FractalNet
4
Res2Net
4
PNasNet
4
MobileNetV2
4
Inceptionv4 && Inception-ResNetv2
4
ViT
3
RiR
3
BAM
3
GoogleNet
3
TNT
3
Inceptionv3
3
NoisyStudent
3
EfficientNet
3
CondenseNet
3
RegNet
3
PyramidNet
3
Twins
3
GhostNet
2
GeNet
2
FixResNeXt
2
PolyNet
2
PSConv + ResNext101
2
MetaQNN
2
T2T
2
BiT
2
Focal-T
2
DeiT
2
PReLU-nets
2
SKNet
2
AmoebaNet
2
CViT
2
ViL
2
ProxylessNAS
2
CvT
2
DeepVit
2
IGCV1
2
PVTv2
2
LIP-ResNet
2
IGCV2
1
hier
1
PVT
1
Block-QNN
1
Keywords
deep-learning
27
pytorch
19
imagenet
15
tensorflow
15
keras
11
image-classification
9
resnet
7
caffe
7
densenet
6
mobilenetv3
5
resnext
4
machine-learning
4
senet
4
neural-architecture-search
4
computer-vision
4
mobilenetv2
4
automl
4
pretrained-models
3
cnn
3
classification
3
cifar-100
3
cifar-10
3
residual-networks
3
shufflenet
3
nasnet
3
mobilenet
3
squeezenet
2
architecture-search
2
mnasnet
2
wideresnet
2
xception
2
cifar
2
inception
2
detection
2
vision-transformer
2
googlenet
2
inception-resnet
2
pytorch-implementation
2
paper
2
object-detection
2
deeplearning
2
convolution
2
neural-network
2
genetic-algorithm
1
pytorch-ignite
1
latex
1
cnn-architecture
1
deap
1
docker
1
network-architecture
1