AI-based automated active learning for discovery of hidden dynamic processes: A use case in light microscopy

no code implementations • 5 Oct 2023 • Nils Friederich, Angelo Yamachui Sitcheu, Oliver Neumann, Süheyla Eroğlu-Kayıkçı, Roshan Prizak, Lennart Hilbert, Ralf Mikut

In the biomedical environment, experiments assessing dynamic processes are primarily performed by a human acquisition supervisor.

Active Learning Semantic Segmentation

Receptor crosstalk improves concentration sensing of multiple ligands

no code implementations • 10 Oct 2018 • Martin Carballo-Pacheco, Jonathan Desponds, Tatyana Gavrilchenko, Andreas Mayer, Roshan Prizak, Gautam Reddy, Ilya Nemenman, Thierry Mora

Crosstalk is often thought of as a deviation from optimal specific recognition, as the binding of non-cognate ligands can interfere with the detection of the receptor's cognate ligand, possibly leading to a false triggering of a downstream signaling pathway.