Search Results for author: Karina Ruzaeva

Found 5 papers, 1 papers with code

Self-Supervised Learning in Electron Microscopy: Towards a Foundation Model for Advanced Image Analysis

no code implementations28 Feb 2024 Bashir Kazimi, Karina Ruzaeva, Stefan Sandfeld

In this work, we explore the potential of self-supervised learning from unlabeled electron microscopy datasets, taking a step toward building a foundation model in this field.

Denoising Self-Supervised Learning +2

Instance Segmentation of Dislocations in TEM Images

no code implementations7 Sep 2023 Karina Ruzaeva, Kishan Govind, Marc Legros, Stefan Sandfeld

In the domain of materials science, the knowledge about the location and movement of dislocations is important for creating novel materials with superior properties.

Instance Segmentation Segmentation +1

Automated Characterization of Catalytically Active Inclusion Body Production in Biotechnological Screening Systems

no code implementations30 Sep 2022 Karina Ruzaeva, Kira Küsters, Wolfgang Wiechert, Benjamin Berkels, Marco Oldiges, Katharina Nöh

To explore heterogeneity of CatIB development during the cultivation and track the size and quantity of CatIBs over time, a hybrid image processing pipeline approach was developed, which combines an ML-based detection of in-focus cells with model-based segmentation.

Cell Segmentation Segmentation

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