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modified: dataset.py

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  1. dataset.py +22 -10
dataset.py CHANGED
@@ -1,3 +1,4 @@
 
1
  import os
2
  import json
3
  from datasets import GeneratorBasedBuilder, DatasetInfo, SplitGenerator, Split, Features, Value, Sequence, Image
@@ -7,19 +8,20 @@ class TLPD(GeneratorBasedBuilder):
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  return DatasetInfo(
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  description="Taiwan License Plate Dataset with LabelMe polygon annotations.",
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  features=Features({
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- "image": Image(), # will auto-decode as PIL.Image
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- "label": Value("string"), # "carplate"
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- "points": Sequence(Sequence(Value("float32"))) # [[x1,y1], [x2,y2], ...]
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- })
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  )
15
 
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  def _split_generators(self, dl_manager):
 
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  return [
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  SplitGenerator(
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  name=Split.TRAIN,
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  gen_kwargs={
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- "images_dir": os.path.join(dl_manager.manual_dir, "images"),
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- "labels_dir": os.path.join(dl_manager.manual_dir, "labels")
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  }
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  )
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  ]
@@ -28,14 +30,24 @@ class TLPD(GeneratorBasedBuilder):
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  for fname in sorted(os.listdir(labels_dir)):
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  if not fname.endswith(".json"):
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  continue
 
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  label_path = os.path.join(labels_dir, fname)
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  with open(label_path, "r") as f:
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  data = json.load(f)
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- image_filename = data["imagePath"]
 
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  image_path = os.path.join(images_dir, image_filename)
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- label = data["shapes"][0]["label"]
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- points = data["shapes"][0]["points"]
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- key = fname.replace(".json", "")
 
 
 
 
 
 
 
 
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  yield key, {
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  "image": image_path,
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  "label": label,
 
1
+
2
  import os
3
  import json
4
  from datasets import GeneratorBasedBuilder, DatasetInfo, SplitGenerator, Split, Features, Value, Sequence, Image
 
8
  return DatasetInfo(
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  description="Taiwan License Plate Dataset with LabelMe polygon annotations.",
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  features=Features({
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+ "image": Image(), # auto-decodes to PIL.Image
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+ "label": Value("string"), # e.g., 'carplate'
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+ "points": Sequence(Sequence(Value("float32"))) # list of [x, y] coords
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+ }),
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  )
16
 
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  def _split_generators(self, dl_manager):
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+ data_dir = dl_manager.manual_dir
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  return [
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  SplitGenerator(
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  name=Split.TRAIN,
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  gen_kwargs={
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+ "images_dir": os.path.join(data_dir, "images"),
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+ "labels_dir": os.path.join(data_dir, "labels")
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  }
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  )
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  ]
 
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  for fname in sorted(os.listdir(labels_dir)):
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  if not fname.endswith(".json"):
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  continue
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+
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  label_path = os.path.join(labels_dir, fname)
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  with open(label_path, "r") as f:
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  data = json.load(f)
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+
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+ image_filename = data.get("imagePath")
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  image_path = os.path.join(images_dir, image_filename)
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+
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+ shapes = data.get("shapes", [])
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+ if not shapes:
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+ continue # skip if no annotation
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+
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+ label = shapes[0].get("label", "unknown")
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+ points = shapes[0].get("points", [])
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+
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+ key = os.path.splitext(fname)[0]
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+
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+ print("Yielding:", key, label, points)
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  yield key, {
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  "image": image_path,
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  "label": label,