Datasets:
YongchengYAO
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Parent(s):
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update
Browse files- OAIZIB-CM.py +12 -38
OAIZIB-CM.py
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@@ -15,46 +15,16 @@ from datasets import (
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """\
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author = {Yongcheng Yao and Junru Zhong and Liping Zhang and Sheheryar Khan and Weitian Chen},
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volume = {91},
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pages = {103035},
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year = {2024},
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issn = {1361-8415},
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doi = {https://doi.org/10.1016/j.media.2023.103035}
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}
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@InProceedings{10.1007/978-3-031-82007-6_16,
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author = {Yao, Yongcheng and Chen, Weitian},
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editor = {Wu, Shandong and Shabestari, Behrouz and Xing, Lei},
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title = {Quantifying Knee Cartilage Shape and Lesion: From Image to Metrics},
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booktitle = {Applications of Medical Artificial Intelligence},
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year = {2025},
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publisher = {Springer Nature Switzerland},
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address = {Cham},
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pages = {162--172}
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}
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"""
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_DESCRIPTION = """\
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This is the official release of the OAIZIB-CM dataset.
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OAIZIB-CM is based on the OAIZIB dataset.
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OAIZIB paper: Automated Segmentation of Knee Bone and Cartilage combining Statistical Shape Knowledge
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and Convolutional Neural Networks: Data from the Osteoarthritis Initiative.
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In OAIZIB-CM, tibial cartilage is split into medial and lateral tibial cartilages.
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OAIZIB-CM includes CLAIR-Knee-103R, consisting of:
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- a template image learned from 103 MR images of subjects without radiographic OA,
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- a corresponding 5-ROI segmentation mask for cartilages and bones, and
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- a corresponding 20-ROI atlas for articular cartilages.
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This dataset is released under the CC BY-NC 4.0 license.
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"""
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_HOMEPAGE_URL = "https://github.com/YongchengYAO/CartiMorph"
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class OAIZIBCMDataset(GeneratorBasedBuilder):
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VERSION = datasets.Version("1.0.0")
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@@ -80,21 +50,25 @@ class OAIZIBCMDataset(GeneratorBasedBuilder):
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"mask_path": Value("string"),
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}
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),
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homepage=_HOMEPAGE_URL,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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# Download dataset metadata and data files
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base_url = "https://huggingface.co/datasets/YongchengYAO/OAIZIB-CM/resolve/load_dataset-support"
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train_csv_url = f"{base_url}/train.csv"
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test_csv_url = f"{base_url}/test.csv"
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csv_paths = dl_manager.download({"train": train_csv_url, "test": test_csv_url})
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logger.info(f"Downloaded CSV paths: {csv_paths}")
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# Extract main dataset archive
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data_root_dir = dl_manager.download_and_extract(
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"
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data_dir = os.path.join(data_root_dir, "OAIZIB-CM")
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logger.info(f"Data directory set to {data_dir}")
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """\
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Please cite these papers when using this dataset:
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- CartiMorph: A framework for automated knee articular cartilage morphometrics
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- Quantifying Knee Cartilage Shape and Lesion: From Image to Metrics
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"""
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_DESCRIPTION = """\
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This is the official release of the OAIZIB-CM dataset.
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(https://huggingface.co/datasets/YongchengYAO/OAIZIB-CM/blob/load_dataset-support/README.md)
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"""
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class OAIZIBCMDataset(GeneratorBasedBuilder):
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VERSION = datasets.Version("1.0.0")
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"mask_path": Value("string"),
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}
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),
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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# Download dataset metadata and data files
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base_url = "https://huggingface.co/datasets/YongchengYAO/OAIZIB-CM/resolve/load_dataset-support"
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# train_csv_url = f"{base_url}/train.csv"
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# test_csv_url = f"{base_url}/test.csv"
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train_csv_url = f"train.csv"
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test_csv_url = f"test.csv"
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csv_paths = dl_manager.download({"train": train_csv_url, "test": test_csv_url})
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logger.info(f"Downloaded CSV paths: {csv_paths}")
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# Extract main dataset archive
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# data_root_dir = dl_manager.download_and_extract(
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# "https://huggingface.co/datasets/YongchengYAO/OAIZIB-CM/resolve/load_dataset-support/data/OAIZIB-CM.zip"
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# )
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data_root_dir = dl_manager.download_and_extract(
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"data/OAIZIB-CM.zip"
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)
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data_dir = os.path.join(data_root_dir, "OAIZIB-CM")
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logger.info(f"Data directory set to {data_dir}")
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