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 |