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1 Parent(s): 8f04e43

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  1. NIH-Chest-X-ray-dataset.py +9 -6
NIH-Chest-X-ray-dataset.py CHANGED
@@ -52,7 +52,7 @@ _URLS = {
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  'image_urls': _IMAGE_URLS
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  }
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- LABEL2IDX = {'No Finding': 0,
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  'Atelactasis': 1,
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  'Cardiomegaly': 2,
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  'Effusion': 3,
@@ -68,12 +68,14 @@ LABEL2IDX = {'No Finding': 0,
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  'Pleural_Thickening': 13,
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  'Hernia': 14}
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- _NAMES = list(LABEL2IDX.keys())
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  class XChest(datasets.GeneratorBasedBuilder):
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  """NIH Image Chest X-ray dataset."""
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  def _info(self):
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  return datasets.DatasetInfo(
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  description=_DESCRIPTION,
@@ -82,10 +84,10 @@ class XChest(datasets.GeneratorBasedBuilder):
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  "image_file_path": datasets.Value("string"),
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  "image": datasets.Image(),
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  "labels": datasets.features.ClassLabel(names=_NAMES),
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- #"labels": datasets.features.Sequence(
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- # datasets.features.ClassLabel(num_classes=len(_NAMES),
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- # names=_NAMES)
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- # )
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  }
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  ),
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  supervised_keys=("image", "labels"),
@@ -148,5 +150,6 @@ class XChest(datasets.GeneratorBasedBuilder):
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  #"labels": ["Mass", "Hernia"]
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  #"labels": [5, 14]
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  "labels": "Mass"
 
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  }
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  'image_urls': _IMAGE_URLS
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  }
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+ _LABEL2IDX = {'No Finding': 0,
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  'Atelactasis': 1,
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  'Cardiomegaly': 2,
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  'Effusion': 3,
 
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  'Pleural_Thickening': 13,
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  'Hernia': 14}
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+ _NAMES = list(_LABEL2IDX.keys())
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  class XChest(datasets.GeneratorBasedBuilder):
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  """NIH Image Chest X-ray dataset."""
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+ VERSION = datasets.Version("0.0.0")
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+
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  def _info(self):
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  return datasets.DatasetInfo(
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  description=_DESCRIPTION,
 
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  "image_file_path": datasets.Value("string"),
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  "image": datasets.Image(),
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  "labels": datasets.features.ClassLabel(names=_NAMES),
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+ "multi-labels": datasets.features.Sequence(
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+ datasets.features.ClassLabel(num_classes=len(_NAMES),
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+ names=_NAMES)
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+ )
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  }
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  ),
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  supervised_keys=("image", "labels"),
 
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  #"labels": ["Mass", "Hernia"]
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  #"labels": [5, 14]
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  "labels": "Mass"
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+ "multi-labels": list(map(int, [_LABEL2IDX[x] for x in ["Mass", "Hernia"]))
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  }
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