Search Results for author: Katharina Ernst

Found 2 papers, 1 papers with code

Knowing What to Label for Few Shot Microscopy Image Cell Segmentation

1 code implementation18 Nov 2022 Youssef Dawoud, Arij Bouazizi, Katharina Ernst, Gustavo Carneiro, Vasileios Belagiannis

In this paper, we argue that the random selection of unlabelled training target images to be annotated and included in the support set may not enable an effective fine-tuning process, so we propose a new approach to optimise this image selection process.

Cell Segmentation

Edge-Based Self-Supervision for Semi-Supervised Few-Shot Microscopy Image Cell Segmentation

no code implementations3 Aug 2022 Youssef Dawoud, Katharina Ernst, Gustavo Carneiro, Vasileios Belagiannis

Deep neural networks currently deliver promising results for microscopy image cell segmentation, but they require large-scale labelled databases, which is a costly and time-consuming process.

Cell Segmentation Segmentation

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