starpig commited on
Commit
b95e7a1
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1 Parent(s): bfeaa5b

Add dataset loading script

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  1. dataset.py +39 -0
dataset.py ADDED
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+ .# dataset.py
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+ import json
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+ import os
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+ from datasets import GeneratorBasedBuilder, DatasetInfo, SplitGenerator, Split, Features, Value, Sequence, Image
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+
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+ class TLPD(GeneratorBasedBuilder):
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+ def _info(self):
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+ return DatasetInfo(
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+ features=Features({
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+ "image": Image(),
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+ "label": Value("string"),
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+ "points": Sequence(Sequence(Value("float32")))
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+ }),
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+ description="TLPD: Taiwan License Plate Dataset with polygon labels from LabelMe.",
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+ )
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+
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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={"images_dir": "images", "labels_dir": "labels"}
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+ )
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+ ]
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+
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+ def _generate_examples(self, images_dir, labels_dir):
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+ for fname in sorted(os.listdir(labels_dir)):
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+ if fname.endswith(".json"):
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+ json_path = os.path.join(labels_dir, fname)
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+ with open(json_path, "r") as f:
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+ data = json.load(f)
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+ image_name = data["imagePath"]
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+ image_path = os.path.join(images_dir, image_name)
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+ points = data["shapes"][0]["points"]
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+ label = data["shapes"][0]["label"]
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+ yield fname, {
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+ "image": image_path,
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+ "label": label,
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+ "points": points
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+ }