no code implementations • 24 Nov 2023 • Julia Sistermanns, Ellen Emken, Gregor Weirich, Oliver Hayden, Wolfgang Utschick
In the effort to aid cytologic diagnostics by establishing automatic single cell screening using high throughput digital holographic microscopy for clinical studies thousands of images and millions of cells are captured.
no code implementations • 24 Nov 2023 • Stefan Röhrl, Johannes Groll, Manuel Lengl, Simon Schumann, Christian Klenk, Dominik Heim, Martin Knopp, Oliver Hayden, Klaus Diepold
Label-free approaches are attractive in cytological imaging due to their flexibility and cost efficiency.
no code implementations • 18 Aug 2022 • Stefan Röhrl, Alice Hein, Lucie Huang, Dominik Heim, Christian Klenk, Manuel Lengl, Martin Knopp, Nawal Hafez, Oliver Hayden, Klaus Diepold
As a direction for future research, we suggest a combination of Self-Organizing Maps and feature extraction based on deep learning.