HistoStarGAN: A unified approach to stain normalisation, stain transfer and stain invariant segmentation in renal histopathology

Jelica Vasiljevic, Friedrich Feuerhake, Cédric Wemmert, Thomas Andrew Lampert

Abstract: Highlights•HistoStarGAN performs stain transfer, normalisation and stain invariant segmentation•The model generalises across many, including numerous unseen, stainings•The model learns using limited annotations from a single staining•KidneyArtPathology is an artificially created, fully annotated histological dataset