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from datasets import load_dataset
ds = load_dataset("scene_parse_150", split="train[:50]")

Split the dataset's train split into a train and test set with the [~datasets.Dataset.train_test_split] method:

ds = ds.train_test_split(test_size=0.2)
train_ds = ds["train"]
test_ds = ds["test"]

Then take a look at an example:

train_ds[0]
{'image': ,
 'annotation': ,
 'scene_category': 368}

image: a PIL image of the scene.