Code | Display |
HCUG |
Morphological features |
RNU0 |
Volume |
YEKZ |
Approximate volume |
C0JK |
Surface area |
2PR5 |
Surface to volume ratio |
SKGS |
Compactness 1 |
BQWJ |
Compactness 2 |
KRCK |
Spherical disproportion |
QCFX |
Sphericity |
25C7 |
Asphericity |
KLMA |
Centre of mass shift |
L0JK |
Maximum 3D diameter |
TDIC |
Major axis length |
P9VJ |
Minor axis length |
7J51 |
Least axis length |
Q3CK |
Elongation |
N17B |
Flatness |
PBX1 |
Volume density - axis-aligned bounding box |
R59B |
Area density - axis-aligned bounding box |
ZH1A |
Volume density - oriented minimum bounding box |
IQYR |
Area density - oriented minimum bounding box |
6BDE |
Volume density - approximate enclosing ellipsoid |
RDD2 |
Area density - approximate enclosing ellipsoid |
SWZ1 |
Volume density - minimum volume enclosing ellipsoid |
BRI8 |
Area density - minimum volume enclosing ellipsoid |
R3ER |
Volume density - convex hull |
7T7F |
Area density - convex hull |
99N0 |
Integrated intensity |
N365 |
Moran's I index |
NPT7 |
Geary's C measure |
9ST6 |
Local intensity features |
VJGA |
Local intensity peak |
0F91 |
Global intensity peak |
UHIW |
Intensity-based statistical features |
Q4LE |
Mean |
ECT3 |
Variance |
KE2A |
Skewness |
IPH6 |
Kurtosis |
Y12H |
Median |
1GSF |
Minimum grey level |
QG58 |
10th percentile |
8DWT |
90th percentile |
84IY |
Maximum grey level |
SALO |
Interquartile range |
2OJQ |
Range |
4FUA |
Mean absolute deviation |
1128 |
Robust mean absolute deviation |
N72L |
Median absolute deviation |
7TET |
Coefficient of variation |
9S40 |
Quartile coefficient of dispersion |
N8CA |
Energy |
5ZWQ |
Root mean square |
ZVCW |
Intensity histogram features |
X6K6 |
Intensity histogram mean |
CH89 |
Intensity histogram variance |
88K1 |
Intensity histogram skewness |
C3I7 |
Intensity histogram kurtosis |
WIFQ |
Intensity histogram median |
1PR8 |
Intensity histogram minimum grey level |
GPMT |
Intensity histogram 10th percentile |
OZ0C |
Intensity histogram 90th percentile |
3NCY |
Intensity histogram maximum grey level |
AMMC |
Intensity histogram mode |
WR0O |
Intensity histogram interquartile range |
5Z3W |
Intensity histogram range |
D2ZX |
Intensity histogram mean absolute deviation |
WRZB |
Intensity histogram robust mean absolute deviation |
4RNL |
Intensity histogram median absolute deviation |
CWYJ |
Intensity histogram coefficient of variation |
SLWD |
Intensity histogram quartile coefficient of dispersion |
TLU2 |
Intensity histogram entropy |
BJ5W |
Intensity histogram uniformity |
12CE |
Maximum histogram gradient |
8E6O |
Maximum histogram gradient grey level |
VQB3 |
Minimum histogram gradient |
RHQZ |
Minimum histogram gradient grey level |
P88C |
Intensity-volume histogram features |
BC2M |
Volume at intensity fraction |
GBPN |
Intensity at volume fraction |
DDTU |
Volume fraction difference between intensity fractions |
CNV2 |
Intensity fraction difference between volume fractions |
9CMM |
Area under IVH curve |
LFYI |
Grey level co-occurrence based features |
GYBY |
Joint maximum |
60VM |
Joint average |
UR99 |
Joint variance |
TU9B |
Joint entropy |
TF7R |
Difference average |
D3YU |
Difference variance |
NTRS |
Difference entropy |
ZGXS |
Sum average |
OEEB |
Sum variance |
P6QZ |
Sum entropy |
8ZQL |
Angular second moment |
ACUI |
Contrast |
8S9J |
Dissimilarity |
IB1Z |
Inverse difference |
NDRX |
Normalised inverse difference |
WF0Z |
Inverse difference moment |
1QCO |
Normalised inverse difference moment |
E8JP |
Inverse variance |
NI2N |
Correlation |
QWB0 |
Autocorrelation |
DG8W |
Cluster tendency |
7NFM |
Cluster shade |
AE86 |
Cluster prominence |
R8DG |
First measure of information correlation |
JN9H |
Second measure of information correlation |
TP0I |
Grey level run length based features |
22OV |
Short runs emphasis |
W4KF |
Long runs emphasis |
V3SW |
Low grey level run emphasis |
G3QZ |
High grey level run emphasis |
HTZT |
Short run low grey level emphasis |
GD3A |
Short run high grey level emphasis |
IVPO |
Long run low grey level emphasis |
3KUM |
Long run high grey level emphasis |
R5YN |
Grey level non-uniformity |
OVBL |
Normalised grey level non-uniformity |
W92Y |
Run length non-uniformity |
IC23 |
Normalised run length non-uniformity |
9ZK5 |
Run percentage |
8CE5 |
Grey level variance |
SXLW |
Run length variance |
HJ9O |
Run entropy |
9SAK |
Grey level size zone based features |
5QRC |
Small zone emphasis |
48P8 |
Large zone emphasis |
XMSY |
Low grey level zone emphasis |
5GN9 |
High grey level zone emphasis |
5RAI |
Small zone low grey level emphasis |
HW1V |
Small zone high grey level emphasis |
YH51 |
Large zone low grey level emphasis |
J17V |
Large zone high grey level emphasis |
JNSA |
Grey level non-uniformity |
Y1RO |
Normalised grey level non-uniformity |
4JP3 |
Zone size non-uniformity |
VB3A |
Normalised zone size non-uniformity |
P30P |
Zone percentage |
BYLV |
Grey level variance |
3NSA |
Zone size variance |
GU8N |
Zone size entropy |
VMDZ |
Grey level distance zone based features |
0GBI |
Small distance emphasis |
MB4I |
Large distance emphasis |
S1RA |
Low grey level zone emphasis |
K26C |
High grey level zone emphasis |
RUVG |
Small distance low grey level emphasis |
DKNJ |
Small distance high grey level emphasis |
A7WM |
Large distance low grey level emphasis |
KLTH |
Large distance high grey level emphasis |
VFT7 |
Grey level non-uniformity |
7HP3 |
Normalised grey level non-uniformity |
V294 |
Zone distance non-uniformity |
IATH |
Zone distance non-uniformity normalised |
VIWW |
Zone percentage |
QK93 |
Grey level variance |
7WT1 |
Zone distance variance |
GBDU |
Zone distance entropy |
IPET |
Neighbourhood grey tone difference based features |
QCDE |
Coarseness |
65HE |
Contrast |
NQ30 |
Busyness |
HDEZ |
Complexity |
1X9X |
Strength |
REK0 |
Neighbouring grey level dependence based features |
SODN |
Low dependence emphasis |
IMOQ |
High dependence emphasis |
TL9H |
Low grey level count emphasis |
OAE7 |
High grey level count emphasis |
EQ3F |
Low dependence low grey level emphasis |
JA6D |
Low dependence high grey level emphasis |
NBZI |
High dependence low grey level emphasis |
9QMG |
High dependence high grey level emphasis |
FP8K |
Grey level non-uniformity |
5SPA |
Normalised grey level non-uniformity |
Z87G |
Dependence count non-uniformity |
OKJI |
Dependence count non-uniformity normalised |
6XV8 |
Dependence count percentage |
1PFV |
Grey level variance |
DNX2 |
Dependence count variance |
FCBV |
Dependence count entropy |
CAS9 |
Dependence count energy |
5QB6 |
feature aggregation |
3IDG |
feature computed per slice, and averaged over slices |
DHQ4 |
feature computed over the volume |
BTW3 |
feature computed from 2D directional matrix and averaged over 2D directions and slices |
SUJT |
feature computed from a single matrix after merging 2D directional matrices per slice, and averaged over slices |
ZW7Z |
feature computed from a single matrix after merging all 2D directional matrices |
ITBB |
feature computed from 3D directional matrix and averaged over 3D directions |
IAZD |
feature computed from a single matrix after merging all 3D directional matrices |
8QNN |
feature computed from 2D matrix and averaged over slices |
62GR |
feature computed from a single matrix after merging all 2D matrices |
KOBO |
feature computed from 3D matrix |
MPUJ |
grid distances |
LIFZ |
manhattan norm |
G9EV |
euclidean norm |
PVMT |
chebyshev norm |
ECJF |
ROI submasks |
SEFI |
intensity mask |
G5KJ |
morphological mask |
IF9H |
re-segmentation |
USB3 |
range re-segmentation |
7ACA |
outlier filtering |
6CK8 |
distance weighting |
LQD8 |
volume voxel representation |
4KW8 |
volume voxel point set representation |
WRJH |
volume voxel mesh representation |
4R0B |
discretisation |
Q3RU |
fixed bin size |
K15C |
fixed bin number |
23XZ |
data conversion |
PCDE |
image post-acquisition processing |
OQYT |
segmentation |
VTM2 |
interpolation |
68QD |
intensity rounding after interpolation |
E8H9 |
roi mask partial volume |
UMPJ |
interpolation grid |
58MB |
fit to original grid |
SBKJ |
align grid origins |
3WE3 |
align grid centers |
026Q |
align grid centers interpolation grid dimensions |
QCY4 |
align grid centers grid positions |
1OBP |
ROI extraction |
JJUI |
feature computed from a single matrix after merging 2D directional matrices per direction, and averaged over directions |
GFJV |
Calculation Run Space |
CINW |
FeatureParameterSpace |
1XL1 |
texture matrix aggregation parameters |
8QU8 |
intensity discretization parameters |
I7X7 |
histogram equalisation |
SSX6 |
Lloyd-Max discretisation |
OWOH |
feature specific parameters |
9LZ9 |
asymmetrical co-occurrence matrix |
2IQV |
symmetrical co-occurrence matrix |
3S2S |
distance weighting function |
V0L6 |
no distance weighting |
4S5Z |
GLCM specific parameters |
0OW5 |
GLRLM specific parameters |
6SLW |
GLDZM specific parameters |
MV8M |
NGTDM specific parameters |
KQW7 |
IntVolSpecificParameters |
X6TI |
MaximumBound |
V2QW |
MinimumBound |
G5MN |
isovalue algorithm |
CRAM |
marching cube algorithm |
FFWD |
Morphological features specific parameters |
VXRR |
dependence coarseness parameter |
NV3D |
cubic convolution interpolation |
2I2N |
cubic spline interpolation |
X13G |
linear interpolation |
EY9L |
nearest neighbour interpolation |
QP79 |
re-segmentation parameters |
LQBA |
spatial filter properties |
WZSA |
wavelet basis function |
QVI9 |
biorthogonal 3.5 wavelet |
2CYL |
coiflet 1 wavelet |
FR3E |
haar wavelet |
P8W0 |
frequency |
IA9Q |
wavelet filter direction |
LCNJ |
HHH wavelet direction |
S7CG |
HHL wavelet direction |
UFRT |
HLH wavelet direction |
RZ96 |
HLL wavelet direction |
CJ43 |
LHH wavelet direction |
76ZU |
LHL wavelet direction |
NTRN |
LLL wavelet direction |
6FPA |
LLH wavelet direction |
G6RO |
image grey level rounding |
IZBZ |
edge enhancement |
ZS1T |
HistoEqualization |
Q2ZB |
LocalAreaHistoEqualization |
OB71 |
ImageSpace |
K7BL |
ImageVolume |
OH8W |
ROIMask |
GF95 |
IntensityHistogramStandardDeviation |
URTB |
IntensityHistogramTotalEnergy |
5ABU |
Maximum2DDiameterColumn |
4S59 |
Maximum2DDiameterSlice |
K57E |
Maximum2DDiameterRow |
EGTD |
Textural |
5XL6 |
GLCM_MaximalCorrelationCoefficient |
9U4X |
ZeroOrder |
PWN1 |
I10 |
BOHI |
I90 |
JXJA |
I10minusI90 |
NK6P |
V10 |
4279 |
V90 |
WITY |
V10minusV90 |
J04R |
NGLDMSpecificParameters |
ASHO |
Voxel |
NOVP |
ImageFilterSpace |
XSJL |
AbsoluteFiltering |
1WTP |
ButterworthFilter |
PJBO |
ColliageFilter |
FTIJ |
MedianFilter |
9IQY |
SavitzkyGolayFilter |
SUUU |
WaveletFilter |
WVUQ |
ROIMask_PartialVolumeCutOff |
REY6 |
SegmentationMethods |
SBDE |
Automated |
OAX6 |
Manual |
TGHU |
SemiAutomated |
6VTB |
SupervisedMethods |
TV5D |
DeepLearning |
KJIF |
NeuralNetwork |
D3RT |
SupportVectorMachine |
ZJJY |
UnsupervisedMethods |
2KAW |
CMeansFuzzy |
OPMG |
Kmean |
HF5R |
Manual |
W455 |
InPolygon |
8LVU |
RayCasting |
WAB9 |
EdgeBased |
XL0Q |
GradientEdgeBased |
N20K |
HoughTransformBased |
VZXY |
LaplacianEdgeBased |
EOOR |
MarrHildrethEdgeBased |
Q6DD |
ModelBased |
MGZ1 |
ActiveShape |
SR1C |
AppereanceModel |
LAQN |
AtlasModel |
UU0Q |
DeformableModel |
ZCA3 |
RegionBased |
RZ08 |
RegionGrowing |
A9GC |
RegionSplitting |
TAWD |
SplitAndMerge |
Q025 |
WatershedAlgorithm |
L2WC |
ThresholdingBased |
E8C8 |
GlobalThresholding |
81TK |
LocalAdaptiveThresholding |
4VLP |
Institution |
DTYK |
Phantom |
YUBG |
Software |
SU1L |
SoftwareProperties |
59QT |
License |
1DUG |
OpenSource |
G91N |
Proprietary |
W2J1 |
Version |
M9H0 |
VersionStatus |
4AGS |
Filter application |
7QSE |
filter in axial plane |
0ODV |
volumetric filter |
GBYQ |
boundary condition |
Z3VE |
constant value |
SIJG |
nearest value |
Z7YO |
periodic |
ZDTV |
mirror |
S60F |
MeanFilter |
YNOF |
kernel support |
8BC3 |
GaussianFilter |
L6PA |
LaplacianFilter |
41LN |
Gaussian envelope scale |
WGPM |
Filter size cutoff |
JTXT |
Laws kernel filter |
JVAD |
Laws kernels |
B5BZ |
Laws L3 kernel |
6HRH |
Laws L5 kernel |
LJ4T |
Laws E3 kernel |
2WPV |
Laws E5 kernel |
MK5Z |
Laws S3 kernel |
RXA1 |
Laws S5 kernel |
4ENO |
Laws W5 kernel |
3A1W |
Laws R5 kernel |
O1AQ |
Pseudo-rotational invariance |
SVKW |
Response map pooling |
M1CY |
average |
0TAW |
max |
DUX4 |
min |
PQSD |
Laws energy map |
I176 |
Laws energy map distance |
Q88H |
GaborFilter |
S4N6 |
Gabor wavelength lambda |
GDR5 |
Gabor ellipticity gamma |
FQER |
Gabor orientation theta |
XTGK |
Gabor orientation theta step |
25BO |
Separable wavelets |
BPXS |
Separable wavelet family |
UOUE |
haar wavelet |
UK1F |
Separable wavelet filter combination |
PPF6 |
LL wavelet combination |
P60O |
HL wavelet combination |
M0S1 |
LH wavelet combination |
WQ2Z |
HH wavelet combination |
KZAS |
LLL wavelet combination |
TY49 |
LLH wavelet combination |
4KRX |
LHL wavelet combination |
UUV9 |
HLL wavelet combination |
UIT8 |
LHH wavelet combination |
QTIT |
HHL wavelet combination |
8LD2 |
HLH wavelet combination |
OYUC |
HHH wavelet combination |
GCEK |
wavelet decomposition level |
PH3R |
Separable wavelet decimated transform |
CVCQ |
Separable wavelet undecimated transform |
LODD |
Non-separable wavelet |
389V |
Non-separable wavelet family |
GWM2 |
Shannon wavelet |
PRT7 |
Simoncelli wavelet |
AYRS |
Riesz transformation |
OC48 |
Riesz transformation order |
1SD3 |
Riesz filter steering |
XKP5 |
Image dimension |
1F0N |
k1-direction |
M2EZ |
k2-direction |
R83H |
k3-direction |
Y4GJ |
Convolution operation |
YHT3 |
Aggregating intensities from a response map |
5P3T |
Response map |
0J1M |
modulus, magnitude or absolute response map |
V530 |
angle, phase or argument response map |
F7DI |
real |
LI3Y |
imaginary |
52 |
Intensity rounding: Describe how fractional Hounsfield Units are rounded to integer values after interpolation |
56a |
Discretisation method: Describe the method used to discretise image intensities |
56b |
Discretisation method: Describe the number of bins (FBN) or the bin size (FBS) used for discretisation |
56c |
Discretisation method: Describe the lowest intensity in the first bin for FBS discretisation |
61 |
Software availability: Describe which software and version was used to compute image biomarkers |
62 |
Texture matrix aggregation: Define how texture-matrix based biomarkers were computed from underlying texture matrices |
63 |
Distance weighting: Describe which software and version was used to compute image biomarkers |