/hyperspectral_phenotyping_gan

Learn and analyse hyperspectral data of leafs with GAN

Primary LanguagePython

Hyperspectral phenotyping gan

--- In PREPARATION ---

Goals:

  • Generate hyperspectral signatures (vnir) -- healthy and diseased/stressed

  • Unsupervised classification on toy-data (vnir)

  • Learn style-(disease)-vector of vnir toy-data

  • Generate hyperspectral signatures (uv) -- healthy and diseased/stressed

  • Learn style-(disease)-vector of uv toy-data

  • Unsupervised classification on toy-data (uv)

  • Learn class related attributes

  • Learn to transform to unseen plants

Implementation TODOs:

  • Merge implementation of .mat and .hdr datasets
  • Faster reading of .hdr data