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"""Read DICOM files. |
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Backend Library: internal |
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A format for reading DICOM images: a common format used to store |
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medical image data, such as X-ray, CT and MRI. |
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This format borrows some code (and ideas) from the pydicom project. However, |
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only a predefined subset of tags are extracted from the file. This allows |
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for great simplifications allowing us to make a stand-alone reader, and |
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also results in a much faster read time. |
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By default, only uncompressed and deflated transfer syntaxes are supported. |
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If gdcm or dcmtk is installed, these will be used to automatically convert |
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the data. See https://github.com/malaterre/GDCM/releases for installing GDCM. |
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This format provides functionality to group images of the same |
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series together, thus extracting volumes (and multiple volumes). |
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Using volread will attempt to yield a volume. If multiple volumes |
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are present, the first one is given. Using mimread will simply yield |
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all images in the given directory (not taking series into account). |
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Parameters |
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---------- |
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progress : {True, False, BaseProgressIndicator} |
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Whether to show progress when reading from multiple files. |
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Default True. By passing an object that inherits from |
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BaseProgressIndicator, the way in which progress is reported |
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can be costumized. |
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""" |
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import os |
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import sys |
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import logging |
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import subprocess |
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from ..core import Format, BaseProgressIndicator, StdoutProgressIndicator |
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from ..core import read_n_bytes |
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_dicom = None |
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logger = logging.getLogger(__name__) |
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def load_lib(): |
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global _dicom |
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from . import _dicom |
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return _dicom |
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sys_is_little_endian = sys.byteorder == "little" |
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def get_dcmdjpeg_exe(): |
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fname = "dcmdjpeg" + ".exe" * sys.platform.startswith("win") |
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for dir in ( |
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"c:\\dcmtk", |
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"c:\\Program Files", |
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"c:\\Program Files\\dcmtk", |
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"c:\\Program Files (x86)\\dcmtk", |
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): |
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filename = os.path.join(dir, fname) |
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if os.path.isfile(filename): |
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return [filename] |
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try: |
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subprocess.check_call([fname, "--version"]) |
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return [fname] |
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except Exception: |
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return None |
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def get_gdcmconv_exe(): |
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fname = "gdcmconv" + ".exe" * sys.platform.startswith("win") |
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try: |
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subprocess.check_call([fname, "--version"]) |
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return [fname, "--raw"] |
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except Exception: |
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pass |
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candidates = [] |
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base_dirs = [r"c:\Program Files"] |
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for base_dir in base_dirs: |
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if os.path.isdir(base_dir): |
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for dname in os.listdir(base_dir): |
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if dname.lower().startswith("gdcm"): |
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suffix = dname[4:].strip() |
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candidates.append((suffix, os.path.join(base_dir, dname))) |
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candidates.sort(reverse=True) |
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filename = None |
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for _, dirname in candidates: |
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exe1 = os.path.join(dirname, "gdcmconv.exe") |
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exe2 = os.path.join(dirname, "bin", "gdcmconv.exe") |
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if os.path.isfile(exe1): |
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filename = exe1 |
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break |
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if os.path.isfile(exe2): |
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filename = exe2 |
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break |
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else: |
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return None |
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return [filename, "--raw"] |
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class DicomFormat(Format): |
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"""See :mod:`imageio.plugins.dicom`""" |
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def _can_read(self, request): |
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if os.path.isdir(request.filename): |
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files = os.listdir(request.filename) |
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for fname in sorted(files): |
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filename = os.path.join(request.filename, fname) |
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if os.path.isfile(filename) and "DICOMDIR" not in fname: |
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with open(filename, "rb") as f: |
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first_bytes = read_n_bytes(f, 140) |
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return first_bytes[128:132] == b"DICM" |
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else: |
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return False |
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return request.firstbytes[128:132] == b"DICM" |
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def _can_write(self, request): |
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return False |
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class Reader(Format.Reader): |
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_compressed_warning_dirs = set() |
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def _open(self, progress=True): |
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if not _dicom: |
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load_lib() |
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if os.path.isdir(self.request.filename): |
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self._info = {} |
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self._data = None |
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else: |
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try: |
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dcm = _dicom.SimpleDicomReader(self.request.get_file()) |
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except _dicom.CompressedDicom as err: |
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cmd = get_gdcmconv_exe() |
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if not cmd and "JPEG" in str(err): |
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cmd = get_dcmdjpeg_exe() |
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if not cmd: |
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msg = err.args[0].replace("using", "installing") |
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msg = msg.replace("convert", "auto-convert") |
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err.args = (msg,) |
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raise |
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else: |
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fname1 = self.request.get_local_filename() |
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fname2 = fname1 + ".raw" |
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try: |
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subprocess.check_call(cmd + [fname1, fname2]) |
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except Exception: |
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raise err |
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d = os.path.dirname(fname1) |
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if d not in self._compressed_warning_dirs: |
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self._compressed_warning_dirs.add(d) |
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logger.warning( |
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"DICOM file contained compressed data. " |
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+ "Autoconverting with " |
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+ cmd[0] |
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+ " (this warning is shown once for each directory)" |
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) |
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dcm = _dicom.SimpleDicomReader(fname2) |
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self._info = dcm._info |
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self._data = dcm.get_numpy_array() |
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self._series = None |
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if isinstance(progress, BaseProgressIndicator): |
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self._progressIndicator = progress |
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elif progress is True: |
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p = StdoutProgressIndicator("Reading DICOM") |
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self._progressIndicator = p |
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elif progress in (None, False): |
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self._progressIndicator = BaseProgressIndicator("Dummy") |
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else: |
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raise ValueError("Invalid value for progress.") |
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def _close(self): |
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self._info = None |
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self._data = None |
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self._series = None |
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@property |
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def series(self): |
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if self._series is None: |
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pi = self._progressIndicator |
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self._series = _dicom.process_directory(self.request, pi) |
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return self._series |
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def _get_length(self): |
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if self._data is None: |
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dcm = self.series[0][0] |
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self._info = dcm._info |
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self._data = dcm.get_numpy_array() |
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nslices = self._data.shape[0] if (self._data.ndim == 3) else 1 |
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if self.request.mode[1] == "i": |
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return nslices |
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elif self.request.mode[1] == "I": |
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if nslices > 1: |
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return nslices |
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else: |
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return sum([len(serie) for serie in self.series]) |
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elif self.request.mode[1] == "v": |
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if nslices > 1: |
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return 1 |
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else: |
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return len(self.series) |
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elif self.request.mode[1] == "V": |
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return len(self.series) |
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else: |
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raise RuntimeError("DICOM plugin should know what to expect.") |
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def _get_slice_data(self, index): |
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nslices = self._data.shape[0] if (self._data.ndim == 3) else 1 |
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if nslices > 1: |
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return self._data[index], self._info |
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elif index == 0: |
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return self._data, self._info |
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else: |
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raise IndexError("Dicom file contains only one slice.") |
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def _get_data(self, index): |
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if self._data is None: |
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dcm = self.series[0][0] |
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self._info = dcm._info |
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self._data = dcm.get_numpy_array() |
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nslices = self._data.shape[0] if (self._data.ndim == 3) else 1 |
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if self.request.mode[1] == "i": |
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return self._get_slice_data(index) |
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elif self.request.mode[1] == "I": |
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if index == 0 and nslices > 1: |
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return self._data[index], self._info |
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else: |
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L = [] |
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for serie in self.series: |
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L.extend([dcm_ for dcm_ in serie]) |
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return L[index].get_numpy_array(), L[index].info |
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elif self.request.mode[1] in "vV": |
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if index == 0 and nslices > 1: |
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return self._data, self._info |
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else: |
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return ( |
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self.series[index].get_numpy_array(), |
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self.series[index].info, |
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) |
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elif len(self.series) > 1: |
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return ( |
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self.series[index].get_numpy_array(), |
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self.series[index].info, |
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) |
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else: |
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return self._get_slice_data(index) |
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def _get_meta_data(self, index): |
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if self._data is None: |
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dcm = self.series[0][0] |
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self._info = dcm._info |
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self._data = dcm.get_numpy_array() |
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nslices = self._data.shape[0] if (self._data.ndim == 3) else 1 |
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if index is None: |
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return self._info |
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if self.request.mode[1] == "i": |
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return self._info |
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elif self.request.mode[1] == "I": |
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if index == 0 and nslices > 1: |
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return self._info |
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else: |
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L = [] |
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for serie in self.series: |
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L.extend([dcm_ for dcm_ in serie]) |
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return L[index].info |
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elif self.request.mode[1] in "vV": |
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if index == 0 and nslices > 1: |
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return self._info |
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else: |
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return self.series[index].info |
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else: |
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raise ValueError("DICOM plugin should know what to expect.") |
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