--- a +++ b/data/image_folder.py @@ -0,0 +1,34 @@ +# Manuel A. Morales (moralesq@mit.edu) +# Harvard-MIT Department of Health Sciences & Technology +# Athinoula A. Martinos Center for Biomedical Imaging + +import os +import pydicom + +EXTENSIONS = {} +EXTENSIONS['NIFTI'] = ['.nii.gz', '.nii'] +EXTENSIONS['DICOM'] = ['SAX'] +EXTENSIONS['H5PY'] = ['.h5'] + +def is_data_file(filename, dformat="NIFTI"): + return any(filename.endswith(extension) for extension in EXTENSIONS[dformat]) + +def make_dataset(dir, max_dataset_size=float("inf"), dformat="NIFTI"): + + filenames = [] + assert os.path.isdir(dir), '%s is not a valid directory' % dir + + for root, _, fnames in sorted(os.walk(dir)): + for fname in fnames: + if dformat == 'DICOM': + try: + protocol_name = pydicom.read_file(os.path.join(root, fname)).ProtocolName + except: + continue + if any(protocol in protocol_name for protocol in EXTENSIONS[dformat]): + path = os.path.join(root, fname) + filenames.append(path) + elif is_data_file(fname, dformat=dformat): + path = os.path.join(root, fname) + filenames.append(path) + return filenames[:min(max_dataset_size, len(filenames))] \ No newline at end of file