PROGRAMME

WEDNESDAY 11 DECEMBER 2019 

Topic of the day: Radiomics

  • Welcome and course introduction – Philippe Lambin
  • Radiology/Imaging challenges
  • Radiomics: the Image Biomarker Standardization Initiative (IBSI) – Martin Vallières
  • Pitfalls in radiomics analysis and associated AI-based solutions – Mathieu Hatt
  • Radiomics habitat imaging – Robert J. Gillies
  • Afternoon workshop

THURSDAY 12 DECEMBER 2019

Topic of the day: Deep Learning

  • Success stories
  • Deep learning applications
  • Ensemble, challenges – Bjoern Menze
  • Deep learning and radiomics
  • Afternoon workshop

FRIDAY 13 DECEMBER 2019

Topic of the day: Data

  • Advancing Clinical Medicine with the FAIR principles – Michel Dumontier
  • Statistical and AI-based harmonization strategies for multicentric radiomics – Mathieu Hatt
  • MEDomics: a proposed framework for the development of AI in medicine – Olivier Morin
  • Synthetic Data – Andrew Maidment
  • Hackathon @ University Maastricht

SATURDAY 14 DECEMBER 2019

Topic of the day: Multicentric data mining & distributed learning

  • Distributed learning
  • Blockchain
  • Data and the Law
  • Distributed learning demo – Samir Barakat
  • Hackathon continued @ University Maastricht

COURSE PRESENTATIONS

Delegates from the 2018 edition can access the presentations here.
The folder is password protected. Please check your mailbox.

OVERVIEW OF STUDIES AVAILABLE FOR MODEL VALIDATION

Tumor siteModalityOutcomePatient number (N)
BoneScintigraphyRadiologist score1000
BrainMRIOS175
BrainMRIOS, radiologist score65
BreastMammoPathology6671
BreastCESMRadiologist score1883
BreastCTPathology220
HNCT+ HX4-PETHypoxia34
HNCECTOS, PFS311
HNFMISO-CT, FDG-PETHypoxia86
HNHX4-CT, FDG-PETHypoxia19
HNHX4-CT, FDG-PETOS, PFS, Hypoxia19
HNHX4-CT, FDG-PETOS, PFS, Hypoxia12
HNCT, FDG-PETIHC(Pimo staining)71
HNCTOS, PFS517
HNCT OS, PFS850
HNCTOS130
KidneyCTPathology136
LiverCTOS, PFS420
LiverCT, MRIOS, PFS97
LungCTOS422
LungCBCTPathology, OS, PFS71
LungCTRadiologist score1010
LungCBCTOS577
LungFAZA-CTHypoxia36
LungHX4-CT, FDG-PETOS, Hypoxia30
LungHX4-CT, FDG-PETOS, Hypoxa25
LungCTOS129
LungCTIHC53
LungCT, FDG-PETRadiologist score34
LungCTHistology89
LungCTHistology43
LungCTOS101
LungCTBiopsy139
LungCTBiopsy649
LungCTPathology805
Lung, Liver, Kidney, BoneCTLesion bounding boxes4427
ProstateMRI T2w, ADCGleason140

LATEST ARTICLES

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