How to load CUB-200-2011 dataset in pytorch?

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I am trying to do fine-grained image classification for CUB-200-2011 dataset, couldn't figure out the correct way for loading the data. I'm using pre-trained ImageNet ResNet-101 for training by freezing all layers except last two layers. Suggest a way to for data loading in Pytorch.

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