awesome-image-classification
  
  
    A curated list of deep learning image classification papers and codes 
    https://github.com/eric-erki/awesome-image-classification
  
        Last synced: 4 days 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
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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
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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
              
              
                WRN
                5
              
              
                ResNet
                4
              
              
                PreActResNet
                4
              
              
                ShuffleNetV2
                4
              
              
                MobileNet
                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