Meeting 30.04.20 - TobiasSchmidtDE/DeepL-MedicalImaging GitHub Wiki

BigBlueButton Meeting Room

What happened so far

  • fixed docker cuda issues
  • normalizing module - set on hold until we have:
    • combined the datasets
    • imlemented architectures for which it makes sense to try out different normalization
  • implemented all simple architectures: densenet, resnet, inceptionnet
  • added experiment logging to the pipeline
  • merging datasets:
    • PLCO (On hold)
    • ChestX-Ray14 NIH: Downloaded and rescaled. Still working on reformating labels CSV
    • more details see [dataset description](Data Set & Preprocessing Methods)
  • added generator implementation

Problems, questions & discussion points

  • dataset: NaN encoding
  • which pathologies we are interested in? See list of available pathologies in [dataset description](Data Set & Preprocessing Methods):
  • ssh access - public key?

Next steps

  • move models to lrz storage
  • merging datasets
    • Focus on chestX-Ray14 NIH
    • Maybe add PLCO (discuss which pathologies we are interested in)
  • integrate and document generator
  • state of the art architectures
  • reimplement generator for optional resizing
  • Nico: find a radiologist

Next meeting: 14.04.20 um 15.30 Uhr