todo - WHOIGit/ifcb_classifier GitHub Wiki

Wiki

  • pages in the sidebar with ⊛
  • neutson_net --batch-size and --loaders flags / usage page
  • neuston_onnx page

General

  • TRAIN Update --metadata from dev to main branch + include in wiki
  • TRAIN Letterboxing to maintain image ratio while resizing
  • TRAIN transfer learning
  • inference improvements (eg speedups)
    • float16/int8 model output options
    • reduce pytorch overhead
    • standardizing to onnx (portability)
  • automatic plot generation for TRAIN and RUN
  • tools for comparing model performance
    • comparative validation performance plots and summaries
    • framework for running multiple models for comparison
    • Creation of a common "test set" per Dataset
  • automated and improved dupes training/feedback
  • unit testing 🙃