Adam Grabarek

Title: Adam Grabarek and Machine-Learning-Based Cell Detection

Introduction

Adam Grabarek is an inventor associated with Martinsried, Germany, and Coriolis Pharma Research GmbH. His patent work addresses the analysis of cell-based products using flow-imaging microscopy and machine learning.

Latest Patents

Grabarek is associated with 1 patent, titled “FIM-CNN for Detection of Viable Cells and/or Particulate Impurities.” The disclosed method uses a convolutional neural network trained on classified flow-imaging microscopy images to quantify viable cells and distinguish them from different types of particulate impurities in a cell-based product sample.

Career Highlights

Grabarek’s listed invention applies image classification to a practical challenge in cell-product analysis. By training a CNN on examples of viable cells and impurities, the method aims to support their identification and quantification.

Collaborations

His listed coworkers include Alexandra Roesch and Andrea Hawe. The patent is associated with Coriolis Pharma Research GmbH.

Conclusion

Adam Grabarek’s patent work combines flow-imaging microscopy and convolutional neural networks to help detect viable cells and particulate impurities in cell-based products.