CellMixer: Annotation-free Semantic Cell Segmentation of Heterogeneous Cell Populations

no code implementations • 1 Dec 2023 • Mehdi Naouar, Gabriel Kalweit, Anusha Klett, Yannick Vogt, Paula Silvestrini, Diana Laura Infante Ramirez, Roland Mertelsmann, Joschka Boedecker, Maria Kalweit

In recent years, several unsupervised cell segmentation methods have been presented, trying to omit the requirement of laborious pixel-level annotations for the training of a cell segmentation model.

Cell Segmentation Instance Segmentation +2

Stable Online and Offline Reinforcement Learning for Antibody CDRH3 Design

no code implementations • 29 Nov 2023 • Yannick Vogt, Mehdi Naouar, Maria Kalweit, Christoph Cornelius Miething, Justus Duyster, Roland Mertelsmann, Gabriel Kalweit, Joschka Boedecker

The field of antibody-based therapeutics has grown significantly in recent years, with targeted antibodies emerging as a potentially effective approach to personalized therapies.

reinforcement-learning