1 code implementation • 18 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.
no code implementations • 3 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.