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README.md

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* New weights
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* Wide-ResNet50 - 81.5 top-1 (vs 78.5 torchvision)
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* SEResNeXt50-32x4d - 81.3 top-1 (vs 79.1 cadene)
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* Support for native Torch AMP and channels_last memory format added to train/validate scripts
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* Support for native Torch AMP and channels_last memory format added to train/validate scripts (`--channels-last`, ``--native-amp` vs `--apex-amp`)
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* Models tested with channels_last on latest NGC 20.08 container. AdaptiveAvgPool in attn layers changed to mean((2,3)) to work around bug with NHWC kernel.
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### Aug 12, 2020

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