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CT Seeram Chapter 11: Image Quality

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Page 1: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT

Seeram Chapter 11:

Image Quality

Page 2: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

SpatialResolution

ImageNoise

ContrastResolution

Artifacts

Page 3: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

BeamCharacteristics

DoseSlice

Thickness

Scatter

DisplayResolution

ReconstructionAlgorithm

SubjectTransmissivity

Page 4: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Spatial ResolutionQuantifies image blurring“Ability to discriminate objects of varying

density a small distance apart against a uniform background”

Minimum separation required between two high contrast objects for them to be resolved as two objects

Page 5: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Spatial Resolution

Page 6: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Resolvable Object Size &Limiting Resolution

Smallest resolvable high contrast objectOften expressed as line pairs / cm“Pair” is one object + one space

OnePair

Page 7: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Resolvable Object Size:Limiting ResolutionSmallest resolvable high contrast object is

half the reciprocal of spatial frequencyExample:

Limited resolution = 15 line pairs per cmPair is 1/15th cmObject is half of pair

1/15th / 2 1/30th cm .033 cm 0.33 mm

1/15th cm

1/30th cm

Page 8: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Geometric Factors affectingSpatial Resolution

Focal spot sizedetector aperture widthslice thickness or collimationLess variation likely for thinner slices

attenuation variations within a voxel are averagedpartial volume effect

Page 9: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Geometric Factors affectingSpatial Resolution

focal spot - isocenter distance

focal spot - detector distance

Finite focalspot size

Page 10: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Geometric Unsharpness & CTDecreased spatial resolution if object blurred over several detectors

Detector aperture sizemust be < object for object to be resolved

Focal Spot

Detectors

Small Object to be

Imaged

Page 11: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Non-geometric Factorsaffecting Spatial Resolution

# of projectionsDisplay matrix size

512 X 512 pixels standardReconstruction algorithms

smoothing or enhancing of edges

Page 12: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Reconstruction Algorithm &Spatial ResolutionBack projecting blurs imageAlgorithms may be anatomically specific

Special algorithmsedge enhancementnoise reductionsmoothingsoft tissue or bone emphasis

Page 13: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Hi-Resolution CT TechniqueVery small slice thicknesses

1-2 mmHigh spatial frequency algorithms

increases resolution increases noise Noise can be offset by using higher doses

Optimized window / level settingsSmall field of view (FOV)

Known as “targeting”

Page 14: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Contrast Resolution

Ability of an imaging system to demonstrate small changes in tissue contrast

The difference in contrast necessary to resolve 2 large areas in image as separate structures

Page 15: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Contrast Resolution

Significantly better than radiographyCT can demonstrate very small differences in

density and atomic #

Radiography10%

CT<1%

This’ll be on your test. I guarantee it.

Page 16: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Contrast Resolution Depends Upon

reconstruction algorithmlow spatial frequency algorithm smooths

image Loss of spatial resolution Reduces noise

enhances perceptibility of low contrast lesions

image display

Page 17: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Contrast Resolution Depends on Noise

Page 18: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Contrast Resolution

Contrast depends on noise

Noise depends on # photons detected

# photons detected depends on …

Page 19: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

# of Photons Detected Depends Upon

photon flux (x-ray technique)slice thicknesspatient sizeDetector efficiencyNote:

Good contrast resolution requires that detector sensitivity be capable of discriminating small differences in intensity

Page 20: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts
Page 21: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Small Contrast Difference Harder to Identify in Presence of Noise

Page 22: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Image NoiseFluctuation of CT

#’s in an image of uniform material (water)

Usually described as standard deviation of pixel values

Page 23: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Image Noise

Standard deviation of pixel values

(xi - xmean)2

Noise () = -------------------(n-1)

Xi = individual pixel valueXmean = average of all pixel values in ROIn =total # pixels in ROI

Page 24: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Noise Level

UnitsCT numbers (HU’s)

or% contrast

Page 25: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Noise Measurement in CT

Scan water phantomSelect regions of

interest (ROI)Take mean & standard

deviation in each regionStandard deviation

measures noise in ROI

Page 26: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Noise Levels Depend Upon

# detected photons quantum noise

matrix size (pixel size) slice thickness algorithm electronic noise scattered radiation object size Photon flux to

detectors…

Page 27: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Photon Flux to Detectors

Tube output flux (intensity) depends uponkVpmAsbeam filtration

Flux is combination of beam quality & quantity

Flux to detectors modified by patientLarger patient = less photons to detector

Page 28: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Slice ThicknessThinner slices mean

less scatter better contrast

less active detector area less photons detected More noise

To achieve equivalent noise with thinner slices, dose (technique factors) must be increased

Page 29: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Noise Levels in CT:Increasing slice width = less noise

BUTIncreasing slice width degrades spatial

resolutionless uniformity inside a larger pixelpartial volume effectpartial volume effect

Page 30: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

2() = kT/(td3R)

Where is variance resulting from noisek is a conversion factor (constant)T is transmissivity (inverse of attenuation)t is slice thicknessd is pixel sizeR is dose

Page 31: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Noise Levels in CT:When dose increases, noise decreases

dose increases # detected photonsDoubling spatial resolution (2X lp/mm)

requires an 8X increase in dose for equivalent noiseSmaller voxels mean less radiation per

voxel

Page 32: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

2() = kT/(td3R)

If slice thickness goes down by 2 Dose must go up by 2

To hold noise constant

Page 33: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Measurements of Image Quality

PSF = Point Spread FunctionLSF = Line Spread FunctionCTF = Contrast Transfer FunctionMTF = Modulation Traffic Function

Page 34: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Point Spread FunctionPSF

“Point” object imaged as circle due to blurring

Causesfinite focal spot sizefinite detector sizefinite matrix sizeFinite separation between object and

detector Ideally zero

Finite distance to focal spot Ideally infinite

Page 35: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Quantifying BlurringObject point becomes image circleDifficult to quantify total image circle size

difficult to identify beginning & end of object

Intensity

?

Page 36: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Quantifying BlurringFull Width at Half Maximum (FWHM)width of point spread

function at half its maximum value

Maximum value easy to identify

Half maximum value easy to identify

Easy to quantify width at half maximum

FWHM

Maximum

HalfMaximum

Page 37: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Line Spread FunctionLSF

Line object image blurredImage width larger than object width

Intensity

?

Page 38: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Contrast Response FunctionCTF or CRF

Measures contrast response of imaging system as function of spatial frequency

LowerFrequency

HigherFrequency

Loss of contrast between light and dark areas as bars & spaces get narrower. Bars & spaces blur into one another.

Page 39: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Contrast Response FunctionCTF or CRFBlurring causes loss of contrast

darks get lighterlights get darker

LowerFrequency

HigherFrequency

HigherContrast

LowerContrast

Page 40: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT PhantomsAvailable from

CT manufacturerprivate phantom

manufacturersAmerican Association

of Physicists in Medicine AAPM

Measure• noise

spatial resolution• contrast resolution• slice thickness• dose

Page 41: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Spatial vs. Contrast ResolutionSpatial & contrast resolution interact

High contrast objects are easier to resolveOmprove one at the expense of the otherCan only improve both by increasing dose

Increasing object size

Increasing contrast

Page 42: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Contrast & DetailLarger objects easy to see even at low

contrast

Increasing object size

Increasing contrast

Page 43: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Contrast & DetailSmall objects only visible at high contrast

Increasing object size

Increasing contrast

Page 44: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Contrast – Detail RelationshipContrast vs. object diameter

less contrast means object must be larger to resolve

Difference in CT #

Object Diameter

Increasing object size

Increasing contrast

Visibility

Page 45: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Modulation Transfer FunctionMTF

Fraction of contrast reproduced as a function of frequency

RecordedContrast

(reduced by blur)frequency

MTF

1

0Contrast provided

to film

Freq. =line pairs / cm

50%

Page 46: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

MTF

Can be derived frompoint spread functionline spread function

MTF = 1 meansall contrast reproduced at this frequency

MTF = 0 meansno contrast reproduced at this frequency

Page 47: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

MTF

If MTF = 1all contrast reproduced at this frequency

RecordedContrast

Contrast providedto film

Page 48: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

MTF

If MTF = 0.5half of contrast reproduced at this

frequency

RecordedContrast

Contrast providedto film

Page 49: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

MTF

If MTF = 0no contrast reproduced at this frequency

RecordedContrast

Contrast providedto film

Page 50: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Number

Calculated from reconstructed pixel attenuation coefficient

t - W)CT # = 1000 X ------------

W

Where:ut = linear attenuation coefficient for tissue in pixeluW = linear attenuation coefficient for water

Page 51: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

LinearityLinear relationship of CT #’s to

object linear attenuation coefficientsChecked with phantom of several

known materialsaverage CT # of each material

obtained from ROI analysisCompare CT #’s with known

coefficients

325

-100

50 -44

77

Page 52: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts
Page 53: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts
Page 54: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Cross-Field Uniformity Use uniform phantom (water) CT pixel values should be uniform

anyplace in image Take 5 ROI

1 center ROI4 corners ROI’s

Compare standard deviation between ROI’s

Page 55: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT ArtifactsDistortionAreas where image

not faithful to subjectSources

patientimage processequipment

Page 56: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT ArtifactsDistortion

Phantoms with evenly distributed objects

Page 57: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Preview!CT Artifacts: Causesmotionmetal & high-contrast

sharp edgesbeam hardeningpartial volume averagingsamplingdetectors

Page 58: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Motion Artifacts

Causes streaks in imageAlgorithms have trouble coping because of

inconsistent data

Page 59: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Artifacts: Abrupt High Contrast Changes Examples:

prostheses dental fillings surgical clips Electrodes bone

Metal absorbs all radiation in ray causes star-shaped artifact

Can be reduced by software

Page 60: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Artifacts:Beam Hardening

Increase in mean energy of polychromatic beam as it passes through patient

Can cause broad dark bands or streakscupping artifact

Reduced by beam hardening correction algorithms

Page 61: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

CT Artifacts:Partial Volume EffectCT #’s based on linear attenuation coefficient for

tissue voxelsIf voxel non-uniform (contains several materials),

detection process will average

Page 62: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Partial Volume Effect

Can appear as incorrect densities streaks bands

Minimizing Use thinner slices

Page 63: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Image Artifacts:Ring Artifact in 3rd GenerationCauses

1 or more bad detectorssmall offset or gain

difference of 1 detector compared to neighbors detector calibration required

Reason: rays measured by a given detector are all tangent to same circle

Page 64: CT Seeram Chapter 11: Image Quality. CT Image Quality Parameters Spatial Resolution Image Noise Contrast Resolution Artifacts

Quality Control in CTPerformance tested at prescribed intervals

• spatial resolution

• contrast resolution

• noise

• slice width

Image Quality Tests

• kVp waveform

• average & standard deviation of water phantom CT #

• scatter & leakage