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Table 1 Three major groups of radiomics tools were identified: (top to bottom) programming libraries and command-line executables (typically) limited to a narrow set of functionalities focused on radiomics feature extraction; toolkits bundling multiple functionalities for radiomics workflows; advanced applications providing additional functionality for radiomics analyses

From: QuantImage v2: a comprehensive and integrated physician-centered cloud platform for radiomics and machine learning research

Name

Type

Imaging

Cohort

Radiomics features

Prediction modeling

DICOM

Segmentation

Management

Extraction

Visualization

Selection

Training

Evaluation

Management

PyRadiomics

Library

--

  

X(c)

     

moddicom

Library

X

  

X

     

RADIOMICS

Llibrary

X

  

X

     

PORTS

Library

--

  

X

     

ROdiomiX

cmd-exec

X

  

X(d)

     

SERA

Library/cmd-exec

--

  

X(c)

     

QIFE

Library/cmd-exec

X

  

X(c)

     

MIRP

Library

X

  

X(c)

     

RaCaT

cmd-exec

X

  

X

     

Precision-medicine-toolbox

Library

X

 

txt/xlsx file

PyRadiomics

Cohort

 

X

X

 

LIFEx

GUI(a)

X(b)

X

 

X(c)

Feature map

    

IBEX

GUI

X

X

 

X

--

    

CERR

GUI (plugin)

X

X

 

X(c)

Feature map

    

MRP

GUI (plugin)

X

X

 

X

--

    

MITK Phenotyping

GUI (plugin)

X

X

 

X(c)

--

    

SlicerRadiomics

GUI (plugin)

X

X

 

PyRadiomics

--

    

CGITA

GUI (plugin)

X(b)

X

 

X

--

    

QuantImage (v1)

GUI (web)

X(b)

--

 

X

--

    

ePAD

GUI (web)

X(b)

X

 

QIFE

Feature map

    

MaZda/b11

GUI

--

X

txt file

X

Feature map

Automated

X

--

--

CaPTk

GUI

X(b)

X

txt file

X(c)

Feature map

--

X

X

Folder based

AutoRadiomics

GUI (web)

X

X

txt file

X(c)

Feature map

Automated

X

X

X

QuantImage v2

GUI (web)

X(b)

--

Web based

X(c)

Cohort

Interactive

X

X

X

  1. Cross (X) or dashes (--) indicate the presence or absence, respectively, of a specific characteristic; features not typically applicable to a specific tool category are left empty. (a) Free-ware instead of open-source, (b) PACS-like functionality, (c) Participation in the IBSI benchmark [9], (d) Self-reported adherence to IBSI recommendations. IBSI, Image Biomarker Standardisation Initiative, PACS, Picture Archiving and Communication System