Convert Pixel value to HU on MicroCT without the Rescale Slope and Rescale Intercept Attribute

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I have a microCT scan that is labelled as a singular ".dicom" file, that contains all 1001 slices in that file. I opened the file in matlab and used dicominfo(file_name) to obtain a list of attributes, but I couldn't find the rescale slope or rescale intercept attribute in order to convert the pixel values to HU values. I have pasted below the attributes I get. I was wondering if maybe the rescale slope and intercept attribute was perhaps hidden in one of these fields, or if there was another way to obtain the HU values? I am using matlab by the way, and I would also really appreciate some guidance on any commands that would also be benefical! Thank you!
I should also mention that I also tried extracting a single slice in the dicom volume with
slice500 = dicomVolume(:,:,:, 500);
and I am able to view this slice500 with an imshow() or imagesc() command, but I keep getting an error when I try using
dicominfo(slice500)
Filename: '\\poe\kvincent\Old Chamber KRex\2023-04-04_12h24_DeWerd_ExtradinA3_Ser256.dicom'
FileModDate: '13-Apr-2023 14:54:37'
FileSize: 2.0446e+09
Format: 'DICOM'
FormatVersion: 3
Width: 1015
Height: 1006
BitDepth: 16
ColorType: 'grayscale'
FileMetaInformationGroupLength: 198
FileMetaInformationVersion: [2×1 uint8]
MediaStorageSOPClassUID: '1.2.840.10008.5.1.4.1.1.66'
MediaStorageSOPInstanceUID: '1.2.276.0.7230010.3.1.4.1766961247.692.1680633232.851'
TransferSyntaxUID: '1.2.840.10008.1.2.1'
ImplementationClassUID: '1.2.276.0.7230010.3.0.3.6.7'
ImplementationVersionName: 'OFFIS_DCMTK_367'
SpecificCharacterSet: 'ISO_IR 192'
ImageType: 'DERIVED\SECONDARY\DYNAMIC'
InstanceCreationDate: '20230404'
InstanceCreationTime: '133352'
SOPClassUID: '1.2.840.10008.5.1.4.1.1.66'
SOPInstanceUID: '1.2.276.0.7230010.3.1.4.1766961247.692.1680633232.851'
StudyDate: ''
ContentDate: '20230404'
StudyTime: ''
ContentTime: '133352'
AccessionNumber: ''
Modality: 'OT'
Manufacturer: ''
InstitutionName: 'Unknown'
InstitutionAddress: 'Unknown'
ReferringPhysicianName: [1×1 struct]
ManufacturerModelName: ''
DerivationDescription: 'estimated parameter'
PatientName: [1×1 struct]
PatientID: ''
PatientBirthDate: ''
PatientSex: ''
SliceThickness: 0.0250
SpacingBetweenSlices: 0.0250
DeviceSerialNumber: '0'
SoftwareVersions: 'IOFactory 9f23f3d83'
TableHeight: 0
StudyInstanceUID: '1.2.276.0.7230010.3.1.2.1766961247.692.1680633232.852'
SeriesInstanceUID: '1.2.276.0.7230010.3.1.3.1766961247.692.1680633232.853'
StudyID: ''
SeriesNumber: []
AcquisitionNumber: 1
InstanceNumber: 1
ImagePositionPatient: [3×1 double]
ImageOrientationPatient: [6×1 double]
FrameOfReferenceUID: '1.2.840.10008.1.4.1.7.1766961247.692.1680633232.854'
Laterality: 'L'
PositionReferenceIndicator: ''
DimensionIndexSequence: [1×1 struct]
DimensionOrganizationType: '3D'
SamplesPerPixel: 1
PhotometricInterpretation: 'MONOCHROME2'
NumberOfFrames: 1001
FrameIncrementPointer: [84 256 84 128]
Rows: 1006
Columns: 1015
PixelSpacing: [2×1 double]
BitsAllocated: 16
BitsStored: 16
HighBit: 15
PixelRepresentation: 1
SmallestImagePixelValue: -32768
LargestImagePixelValue: 32767
RepresentativeFrameNumber: 500
PixelValueTransformationSequence: [1×1 struct]
RealWorldValueMappingSequence: [1×1 struct]
PhaseVector: [1001×1 uint16]
NumberOfPhases: 1
PhaseInformationSequence: [1×1 struct]
SliceVector: [1001×1 uint16]
NumberOfSlices: 1001
TimeSliceVector: [1001×1 uint16]
PerFrameFunctionalGroupsSequence: [1×1 struct]
Private_6d5b_aaxx_Creator: 'Gremse-IT - Additional image meta data'

采纳的回答

Walter Roberson
Walter Roberson 2023-5-13
Rescale Slope and Rescale Intercept may be omitted when the slope is 1 and the intercept is 0.
When the pixel data is int16, then most commonly slope 1 and intercept 0 is in use. The fact that SmallestImagePixelValue: -32768 tells us that this is int16 data.
When the pixel data is uint16 then it would be common for the fields to be present.
I have never encounted a file in which there was an intercept but no slope, but I would need to study the standards to see whether such a combination is permitted. I never bothered to do that, though -- I just code two tests, if the field is absent set it to 1 or 0 as appropriate; saves worrying about the hypothetical situation where slope is absent but intercept is present, and if it basically turns out to be against the spec to have one but not the other... well, vendors do not always follow the spec perfectly anyhow.

更多回答(1 个)

Simon Chan
Simon Chan 2023-5-13
The variable 'slice500' in your code is a matrix only, and hence you can display it as an image by using function imshow() or imagesc(). However, when you want to read metadata from its original DICOM image using function dicominfo, you need to use the file name instead of its image content.
pathname = 'C:\.........'; %% Specified folder of your DICOM file below
info = dicominfo(fullfile(pathname,'2023-04-04_12h24_DeWerd_ExtradinA3_Ser256.dicom'))
In order to retrieve the rescale slope and intercept attribute, you may use the following.
If it reports an error, that means the DICOM header does not contains these two fields or these two values are stored and hidden in some private fields.
info.(dicomlookup("0028","1053")) %% Rescale Slope
info.(dicomlookup("0028","1052")) %% Rescale Intercept
On the other hand, you may check the DICOM Conformance Statement from the microCT vendor to verify how they process the pixel value to HU.
Most vendor use Rescale Slope and Rescale Intercept to be 1 and -1024 resepctively. A quick way to verify this is to scan a small water phantom, check the pixel values of both air and water to verify this vendor is using these two values or not.
  1 个评论
Keith Kunugi
Keith Kunugi 2023-5-17
Thank you so much! It threw an error on matlab, but I opened imageJ to try to find the slope and intercept and it was 1 for the slope and 0 for the intercept!

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