PFEE - Sujet 5: Breast cancer detection - GE

X-ray breast imaging

• worldwide breast cancer account for
  $25.2\mathrm{\%}$ of all female cancers and 16% of cancer deaths in adult women
• mammography uses low-energy X-ray

Il faut detecter des lesions tres petites

• Certaines lesions sont begnines

Lesions

Artificial intelligence applications

• AI tools are becoming a must-have for mammography screening systems
• They can provide significant speed increase of radiologist workflow and more importantly improve quality of their job
• Possible applications:
  • Negative Triage
    • AI algorithm triage of negative cases in order to allow radiologist to concentrate on more important points
  • AI CAD
  • Detect cancer at very early stages which can not be identified by radiologist

Project description

• Perform analysis of object detection state-of-the-art methods
• Define model architecture on the example of public dataset
  • Digital Database for Screening Mammography
• Implement pipeline for model training
• Perform training and optimization of the model

Question

C'est en python ?

Oui

Si j'ai bien compris le projet est a réalisé depuis le tt début ? Il y a rien de fait ?

A deja un prototype, le deep learning se developpe tres vite et veut investiguer des nouvelles propositions