1. New developments in artifical intelligence dr. Marc B. I
New developments in artifical intelligence dr. Marc B.I. Lobbes, MD, PhD, EBBI
Parkstad Mamma Symposium
Heerlen – 17 mei 2019

2. New developments in artificial intelligence dr. Marc B. I
New developments in artificial intelligence dr. Marc B.I. Lobbes, MD, PhD, EBBI
Parkstad Mamma Symposium
Heerlen – 17 mei 2019

4. DEEP LEARNING RADIOMICS
For now…two important terms in AI and Radiology
DEEP LEARNING
RADIOMICS

5. Deep artificial neural machine learning networks?
ARTIFICIAL INTELLIGENCE (AI)
Any technique which enables computers to mimic human behavior
MACHINE LEARNING (ML)
A subset of AI techniques which use statistical methods to enable machines to improve with experience
DEEP LEARNING
A subset of ML which makes the computation of multi-layer neural networks feasible

6. Deep learning and image recognition / classification

7. Top rankings of ImageNet per year

8. Neural networks

9. Convolutional neural networks

10. Deep learning in ultrasound of breast lesions
Ciritsis A, et al. European Radiology 2019; Epub

11. Deep learning to classify breast MRI lesions
Herent P, et al. Diagn Interv Imaging 2019; 100:

12. Radiomics - principle

13. Radiomics to classify breast lesions on mammography
Mao N, et al. J Am Coll Radiol 2019; 16:

14. We’ve only just begun….
Detection of breast cancer in early stage or when clinically relevant
Diagnosis of breast lesions: malignant versus benign
Treatment response monitoring
Workflow efficiency
Quality control protocols

15. Contact information dr. Marc B.I. Lobbes, MD, PhD, EBBI Maastricht UMC+, dep. Radiology and NM Per July 1st: Zuyderland Medical Center, dep. Radiology