Noise transfer for unsupervised domain adaptation of retinal OCT images

1 code implementation • 16 Sep 2022 • Valentin Koch, Olle Holmberg, Hannah Spitzer, Johannes Schiefelbein, Ben Asani, Michael Hafner, Fabian J Theis

Optical coherence tomography (OCT) imaging from different camera devices causes challenging domain shifts and can cause a severe drop in accuracy for machine learning models.

Semantic Segmentation Style Transfer +1

A field guide to cultivating computational biology

no code implementations • 23 Apr 2021 • Anne E Carpenter, Casey S Greene, Piero Carnici, Benilton S Carvalho, Michiel de Hoon, Stacey Finley, Kim-Anh Le Cao, Jerry SH Lee, Luigi Marchionni, Suzanne Sindi, Fabian J Theis, Gregory P Way, Jean YH Yang, Elana J Fertig

Biomedical research centers can empower basic discovery and novel therapeutic strategies by leveraging their large-scale datasets from experiments and patients.