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- import os
- import sys
- import pydicom
- import numpy as np
- import re
- import pathlib
- class parseDicom:
- def __init__(self):
- pass
- def setFileBrowser(self,fb):
- self.fb=fb
- def setTempBase(self,tb):
- self.tempBase=tb
- def filelist(self,mypath,remote=True):
- if remote:
- print("Using labkey")
- #not sure if labkey is available, so try it
- ok, files=self.fb.listRemoteDir(mypath)
- if not ok:
- print("Error accessing path")
- return []
- #files=[self.net.GetRelativePathFromLabkeyPath(f) for f in files]
- else:
- print("Using local files")
- #localPath=re.sub('file://','',mypath)
- localPath=mypath
- files = [os.path.join(localPath,f) for f in os.listdir(localPath)
- if os.path.isfile(os.path.join(localPath, f))]
- return files
- def getfile(self,f,remote=True):
- if remote:
- try:
- #not sure if labkey is available, but try it
- print("Using labkey")
- p=pathlib.Path(f)
- localPath=os.path.join(self.tempBase,p.name)
- self.fb.readFileToFile(f,localPath)
- return [open(localPath,'rb'),1]
- except:
- print('Could not access labkey. Exiting')
- return ['NULL',0]
- else:
- print("Using local directory")
- return [open(f,'rb'),1]
- return ['NULL',0]
- def readMasterFile(self,g):
- #this is the "master" file where data on other files can be had
- #here we found out the duration of the frame and their distribution through
- #phases and cycles
- try:
- plan = pydicom.dcmread(g)
- except:
- print ("{}: Not a dicom file".format(g))
- return False
- try:
- self.nframe=plan[0x0019,0x10a5].value;
- except:
- print ("{}: Not a master file".format(g))
- return False
- if not (type(self.nframe) is list) :
- print("nframe not a list")
- return False
- #nframe now holds for index i total number of frames collected up
- #to the end of each phase
- for i in range(1,len(self.nframe)):
- self.nframe[i]+=self.nframe[i-1]
- self.frame_start=plan[0x0019,0x10a7].value
- self.frame_stop=plan[0x0019,0x10a8].value
- self.frame_duration=plan[0x0019,0x10a9].value
- self.frame_time=np.zeros(self.nframe[-1]);
- self.frame_data=np.empty([1,1,1,self.nframe[-1]])
- self.center = [0,0,0]
- self.pixel_size =[0,0,0]
- self.frame_orientation=[0,0,0,0,0,0]
- return True
- def readNMFile(self,g):
- try:
- plan = pydicom.dcmread(g)
- except:
- print ("{}: Not a dicom file".format(g))
- return False
- try:
- pf=plan[0x0018,0x5020]
- except:
- print("Not a NM file. Exiting")
- return False
- try:
- phase=plan[0x0035,0x1005].value
- cycle=plan[0x0035,0x1004].value
- except:
- print("Missing phase/cycle values")
- return False
- #convert phase/cycle to frame index
- off=0
- if phase > 1:
- off=self.nframe[phase-2]
- ifi=off+cycle-1
- #from values in the master file determine frame time
- #(as the mid point between starting and ending the frame)
- self.frame_time[ifi]=0.5*(self.frame_start[ifi]+self.frame_stop[ifi]); #in ms
- print("({},{}) converted to {} at {} for {}".format(\
- phase,cycle,ifi,self.frame_time[ifi],self.frame_duration[ifi]))
- #play with pixel data
- if self.frame_data.shape[0] == 1:
- sh=np.transpose(plan.pixel_array,self.axisShift).shape;
- sh=list(sh)
- sh.append(self.nframe[-1])#add number of time slots
- self.frame_data=np.empty(sh)
- print(" Setting frame_data to {}".format(sh))
- #check & update pixel size
- pixel_size_read=[plan.PixelSpacing[0],plan.PixelSpacing[1],
- plan.SliceThickness]
- for i in range(0,3):
- if self.pixel_size[i] == 0:
- self.pixel_size[i] = float(pixel_size_read[i])
- if abs(self.pixel_size[i]-pixel_size_read[i]) > 1e-3:
- print('Pixel size mismatch {.2f}/{.2f}'.format(self.pixel_size[i],\
- pixel_size_read[i]))
- center_read=plan.DetectorInformationSequence[0].ImagePositionPatient
- print("Stored center at ({0},{1},{2})".format(self.center[0],self.center[1],self.center[2]))
- print("Read center at ({0},{1},{2})".format(center_read[0],center_read[1],center_read[2]))
- for i in range(0,3):
- if self.center[i] == 0:
- self.center[i] = float(center_read[i])
- if abs(self.center[i]-center_read[i]) > 1e-3:
- print('Image center mismatch {.2f}/{.2f}'.format(self.center[i],\
- center_read[i]))
- frame_orientation_read=plan.DetectorInformationSequence[0].ImageOrientationPatient
- for i in range(0,6):
- if self.frame_orientation[i] == 0:
- self.frame_orientation[i] = float(frame_orientation_read[i])
- if abs(self.frame_orientation[i]-frame_orientation_read[i]) > 1e-3:
- print('Image orientation mismatch {.2f}/{.2f}'.format(
- self.frame_rotation[i], frame_orientation_read[i]))
- self.frame_data[:,:,:,ifi]=np.transpose(plan.pixel_array,self.axisShift)
- return True
- def readCTFile(self,g):
- try:
- plan = pydicom.dcmread(g)
- except:
- print ("{}: Not a dicom file".format(g))
- return False
- if plan.Modality != 'CT':
- print ('{}: Not a CT file'.format(g))
- return False
- #this doesn't work in 2019 data version
- #if re.match("AC",plan.SeriesDescription) == None:
- # print (plan.SeriesDescription)
- # print ('Not a AC file')
- # continue
- try:
- iType=plan.ImageType
- except:
- print("Image type not found")
- return False
- if iType[3].find("SPI")<0:
- print("Not a spiral image")
- return False
- self.ct_data.append(\
- pydicom.pixel_data_handlers.util.apply_modality_lut(\
- plan.pixel_array,plan))
- self.ct_idx.append(plan.InstanceNumber)
- self.ct_z.append(plan.ImagePositionPatient[2])
- pixel_size_read=[plan.PixelSpacing[0],plan.PixelSpacing[1],
- plan.SliceThickness]
- for i in range(0,3):
- if self.ct_pixel_size[i] == 0:
- self.ct_pixel_size[i] = float(pixel_size_read[i])
- if abs(self.ct_pixel_size[i]-pixel_size_read[i]) > 1e-3:
- print('Pixel size mismatch {.2f}/{.2f}'.format(self.ct_pixel_size[i],
- pixel_size_read[i]))
- for i in range(0,2):
- if self.ct_center[i] == 0:
- self.ct_center[i] = float(plan.ImagePositionPatient[i])
- if abs(self.ct_center[i]-plan.ImagePositionPatient[i]) > 1e-3:
- print('Image center mismatch {.2f}/{.2f}'.format(self.ct_center[i],
- plan.ImagePositionPatient[i]))
- #not average, but minimum (!) why??
- if plan.ImagePositionPatient[2]<self.ct_center[2]:
- self.ct_center[2]=plan.ImagePositionPatient[2]
- for i in range(0,6):
- if self.ct_orientation[i] == 0:
- self.ct_orientation[i] = float(plan.ImageOrientationPatient[i])
- if abs(self.ct_orientation[i]-plan.ImageOrientationPatient[i]) > 1e-3:
- print('Image orientation mismatch {0:.2f}/{1:.2f}'.format(self.ct_orientation[i],\
- plan.ImageOrientationPatient[i]))
- return True
- def readMasterDirectory(self,mypath,remote=True):
- self.axisShift=(2,1,0)
- print("Reading master from {}".format(mypath))
- filelist=self.filelist(mypath,remote)
- for f in filelist:
- print('{}:'.format(f))
- g,ok=self.getfile(f,remote)
- if not(ok):
- return
- if self.readMasterFile(g):
- break
- def readNMDirectory(self,mypath,remote=True):
- files=self.filelist(mypath,remote)
-
- for f in files:
- g,ok=self.getfile(f,remote)
- if not(ok):
- continue
- self.readNMFile(g)
- return [self.frame_data,self.frame_time,self.frame_duration,self.center,
- self.pixel_size,self.frame_orientation]
- def readCTDirectory(self,mypath,remote=True):
- onlyfiles=self.filelist(mypath,remote)
- self.ct_data = []
- self.ct_idx = []
- self.ct_z = []
- self.ct_pixel_size = [0,0,0]
- self.ct_center = [0,0,0]
- self.ct_center[2]=1e30
- self.ct_orientation=[0,0,0,0,0,0]
- for f in onlyfiles:
- print('{}:'.format(f))
- g,ok=self.getfile(f,remote)
- if not(ok):
- return
- self.readCTFile(g)
- nz=len(self.ct_idx)
- #not average, again
- #ct_center[2]/=nz
- sh=self.ct_data[-1].shape
- sh_list=list(sh)
- sh_list.append(nz)
- data_array=np.zeros(sh_list)
- for k in range(0,nz):
- kp=int(np.round((self.ct_z[k]-self.ct_center[2])/self.ct_pixel_size[2]))
- data_array[:,:,kp]=np.transpose(self.ct_data[k])
- return data_array,self.ct_center,self.ct_pixel_size,self.ct_orientation
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