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The available checkpoints are either (1) pre-trained on ImageNet-22k (a collection of
  14 million images and 22k classes) only, (2) also fine-tuned on ImageNet-22k or (3) also fine-tuned on ImageNet-1k (also referred to as ILSVRC 2012, a collection of 1.3 million
  images and 1,000 classes).