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README.md

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@@ -7,11 +7,10 @@ Classification on CIFAR10/100 with PyTorch.
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```
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git clone --recursive https://github.com/bearpaw/pytorch-classification.git
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```
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* Run experiments by following the [Training recipes](#training-recipes)
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## Results
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Top1 error.
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Top1 error rate on CIFAR10/100 are reported. You may get different results when training your models with different initialization.
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| Model | Params (M, CIFAR10)| CIFAR-10 (%) | CIFAR-100 (%) |
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| ------------------- | ------------------ | ------------------ | ------------------ |
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| ResNeXt-29, 16x64 | 68.16 | 164 | 10137 |
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| WRN-28-10 (drop 0.3) | 36.48 | 179 | 10137 |
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## Datasets
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## Supported Architectures
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### CIFAR-10 / CIFAR-100
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Since the size of images in CIFAR dataset is `32x32`, popular network structures for ImageNet need some modifications to adapt this input size. The modified models is located in the subfolder `models`:
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- [x] [AlexNet](https://arxiv.org/abs/1404.5997)
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- [x] [VGG](https://arxiv.org/abs/1409.1556) (Imported from [pytorch-cifar](https://github.com/kuangliu/pytorch-cifar))
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- [ ] [ResNet](https://arxiv.org/abs/1512.03385)
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- [x] [ResNet](https://arxiv.org/abs/1512.03385)
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- [x] [ResNeXt](https://arxiv.org/abs/1611.05431) (Imported from [ResNeXt.pytorch](https://github.com/prlz77/ResNeXt.pytorch))
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- [x] [Wide Residual Networks](http://arxiv.org/abs/1605.07146) (Imported from [WideResNet-pytorch](https://github.com/xternalz/WideResNet-pytorch))
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- [ ] [DenseNet](https://arxiv.org/abs/1608.06993)
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## Training recipes
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Please see the [Training recipes](TRAINING.md) for how to train the models.
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```
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## TODO
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- [ ] Add ImageNet

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