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 |