DICOM reader lets you read DICOM files in 3D format and convert RTSTRUCT files into pixel data. (If your data does not include any RTSTRUCT files rather use SimpleITK)
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lets you read DICOM files on a patient level with python
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LangDaniel/dicom_reader
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lets you read DICOM files on a patient level with python
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