Meeting 14.05.20 - TobiasSchmidtDE/DeepL-MedicalImaging GitHub Wiki

BigBlueButton Meeting Room

What happened so far

  • move models to gcp storage
  • set up chestX-Ray14 NIH (download, repackaging, rescaling, reformatting labels, hosting)
  • refactored setup scripts and code/notebooks for multiple datasets
    • using .env to point to dataset directories
    • improved documentation (general setup and datasets)
  • integrate and document keras generator
  • more documentation (see docker wiki entry)
  • WIP (almost done) state of the art architectures (guendel et al)
  • WIP (started) state of the art architectures (LEARNING TO DIAGNOSE FROM SCRATCH BY EXPLOITING DEPENDENCIES AMONG LABELS, Li Yao, Eri et al)
  • WIP (almost done) remote access to jupyter lab, jupyter notebook and tensorboard

Problems, questions & discussion points

  • Nico: find a radiologist
  • merging datasets:
    • which pathologies are we interested in? All of them? Specific ones?
  • general feedback
    • project progress
    • documentation
    • other?
  • Radiologie Vorlesung in person?
  • more datasets? see data set wiki entry

Next steps

  • merging datasets
    • Chexpert and chestX-Ray14 NIH
    • rerun experiments with merged datasets
  • more preprocessing, try out stuff
  • reimplement generator for optional resizing
  • finish state of the art architectures
  • integrate remote access into docker build file

Next meeting: 28.05.2020 um 15:30Uhr